id	sid	tid	token	lemma	pos
ajema-74	1	1	21	21	NUM
ajema-74	1	2	journal	journal	NOUN
ajema-74	1	3	of	of	ADP
ajema-74	1	4	engineering	engineering	NOUN
ajema-74	1	5	,	,	PUNCT
ajema-74	1	6	mechanics	mechanic	NOUN
ajema-74	1	7	and	and	CCONJ
ajema-74	1	8	architecture	architecture	NOUN
ajema-74	1	9	www	www	NOUN
ajema-74	1	10	.	.	PUNCT
ajema-74	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-74	2	2	american	american	PROPN
ajema-74	2	3	journal	journal	PROPN
ajema-74	2	4	of	of	ADP
ajema-74	2	5	engineering	engineering	NOUN
ajema-74	2	6	,	,	PUNCT
ajema-74	2	7	mechanics	mechanic	NOUN
ajema-74	2	8	and	and	CCONJ
ajema-74	2	9	architecture	architecture	NOUN
ajema-74	2	10	volume	volume	NOUN
ajema-74	2	11	1	1	NUM
ajema-74	2	12	,	,	PUNCT
ajema-74	2	13	issue	issue	NOUN
ajema-74	2	14	1	1	NUM
ajema-74	2	15	,	,	PUNCT
ajema-74	2	16	2023	2023	NUM
ajema-74	2	17	issn	issn	X
ajema-74	2	18	(	(	PUNCT
ajema-74	2	19	e	e	NOUN
ajema-74	2	20	):	):	PUNCT
ajema-74	2	21	2993	2993	NUM
ajema-74	2	22	-	-	SYM
ajema-74	2	23	2637	2637	NUM
ajema-74	2	24	test	test	NOUN
ajema-74	2	25	-	-	PUNCT
ajema-74	2	26	driven	drive	VERB
ajema-74	2	27	enterprise	enterprise	NOUN
ajema-74	2	28	data	datum	NOUN
ajema-74	2	29	engineering	engineering	NOUN
ajema-74	2	30	with	with	ADP
ajema-74	2	31	pyspark	pyspark	NOUN
ajema-74	2	32	and	and	CCONJ
ajema-74	2	33	dbt	dbt	PROPN
ajema-74	2	34	arvind	arvind	PROPN
ajema-74	2	35	kumar	kumar	PROPN
ajema-74	2	36	sharma	sharma	PROPN
ajema-74	2	37	department	department	PROPN
ajema-74	2	38	of	of	ADP
ajema-74	2	39	data	data	PROPN
ajema-74	2	40	science	science	NOUN
ajema-74	2	41	and	and	CCONJ
ajema-74	2	42	engineering	engineering	NOUN
ajema-74	2	43	,	,	PUNCT
ajema-74	2	44	indian	indian	PROPN
ajema-74	2	45	institute	institute	PROPN
ajema-74	2	46	of	of	ADP
ajema-74	2	47	technology	technology	PROPN
ajema-74	2	48	(	(	PUNCT
ajema-74	2	49	iit	iit	PROPN
ajema-74	2	50	)	)	PUNCT
ajema-74	2	51	madras	madras	PROPN
ajema-74	2	52	,	,	PUNCT
ajema-74	2	53	chennai	chennai	PROPN
ajema-74	2	54	,	,	PUNCT
ajema-74	2	55	india	india	PROPN
ajema-74	2	56	kavya	kavya	PROPN
ajema-74	2	57	nair	nair	PROPN
ajema-74	2	58	department	department	PROPN
ajema-74	2	59	of	of	ADP
ajema-74	2	60	computer	computer	NOUN
ajema-74	2	61	applications	application	NOUN
ajema-74	2	62	,	,	PUNCT
ajema-74	2	63	national	national	PROPN
ajema-74	2	64	institute	institute	PROPN
ajema-74	2	65	of	of	ADP
ajema-74	2	66	technology	technology	PROPN
ajema-74	2	67	(	(	PUNCT
ajema-74	2	68	nit	nit	NOUN
ajema-74	2	69	)	)	PUNCT
ajema-74	2	70	trichy	trichy	PROPN
ajema-74	2	71	,	,	PUNCT
ajema-74	2	72	tiruchirappalli	tiruchirappalli	PROPN
ajema-74	2	73	,	,	PUNCT
ajema-74	2	74	india	india	PROPN
ajema-74	2	75	abstract	abstract	PROPN
ajema-74	2	76	:	:	PUNCT
ajema-74	2	77	enterprises	enterprise	NOUN
ajema-74	2	78	increasingly	increasingly	ADV
ajema-74	2	79	rely	rely	VERB
ajema-74	2	80	on	on	ADP
ajema-74	2	81	large	large	ADJ
ajema-74	2	82	-	-	PUNCT
ajema-74	2	83	scale	scale	NOUN
ajema-74	2	84	data	datum	NOUN
ajema-74	2	85	pipelines	pipeline	NOUN
ajema-74	2	86	to	to	PART
ajema-74	2	87	deliver	deliver	VERB
ajema-74	2	88	analytics	analytic	NOUN
ajema-74	2	89	and	and	CCONJ
ajema-74	2	90	insights	insight	NOUN
ajema-74	2	91	,	,	PUNCT
ajema-74	2	92	but	but	CCONJ
ajema-74	2	93	traditional	traditional	ADJ
ajema-74	2	94	development	development	NOUN
ajema-74	2	95	practices	practice	NOUN
ajema-74	2	96	often	often	ADV
ajema-74	2	97	leave	leave	VERB
ajema-74	2	98	data	datum	NOUN
ajema-74	2	99	engineering	engineering	NOUN
ajema-74	2	100	projects	project	NOUN
ajema-74	2	101	vulnerable	vulnerable	ADJ
ajema-74	2	102	to	to	ADP
ajema-74	2	103	errors	error	NOUN
ajema-74	2	104	,	,	PUNCT
ajema-74	2	105	inefficiencies	inefficiency	NOUN
ajema-74	2	106	,	,	PUNCT
ajema-74	2	107	and	and	CCONJ
ajema-74	2	108	costly	costly	ADJ
ajema-74	2	109	rework	rework	NOUN
ajema-74	2	110	.	.	PUNCT
ajema-74	3	1	test	test	NOUN
ajema-74	3	2	-	-	PUNCT
ajema-74	3	3	driven	drive	VERB
ajema-74	3	4	development	development	NOUN
ajema-74	3	5	(	(	PUNCT
ajema-74	3	6	tdd	tdd	NOUN
ajema-74	3	7	)	)	PUNCT
ajema-74	3	8	,	,	PUNCT
ajema-74	3	9	long	long	ADV
ajema-74	3	10	established	establish	VERB
ajema-74	3	11	in	in	ADP
ajema-74	3	12	software	software	NOUN
ajema-74	3	13	engineering	engineering	NOUN
ajema-74	3	14	,	,	PUNCT
ajema-74	3	15	is	be	AUX
ajema-74	3	16	now	now	ADV
ajema-74	3	17	emerging	emerge	VERB
ajema-74	3	18	as	as	ADP
ajema-74	3	19	a	a	DET
ajema-74	3	20	critical	critical	ADJ
ajema-74	3	21	discipline	discipline	NOUN
ajema-74	3	22	in	in	ADP
ajema-74	3	23	modern	modern	ADJ
ajema-74	3	24	data	datum	NOUN
ajema-74	3	25	engineering	engineering	NOUN
ajema-74	3	26	.	.	PUNCT
ajema-74	4	1	this	this	DET
ajema-74	4	2	article	article	NOUN
ajema-74	4	3	explores	explore	VERB
ajema-74	4	4	how	how	SCONJ
ajema-74	4	5	pyspark	pyspark	NOUN
ajema-74	4	6	and	and	CCONJ
ajema-74	4	7	dbt	dbt	PROPN
ajema-74	4	8	(	(	PUNCT
ajema-74	4	9	data	datum	NOUN
ajema-74	4	10	build	build	VERB
ajema-74	4	11	tool	tool	NOUN
ajema-74	4	12	)	)	PUNCT
ajema-74	4	13	can	can	AUX
ajema-74	4	14	be	be	AUX
ajema-74	4	15	combined	combine	VERB
ajema-74	4	16	to	to	PART
ajema-74	4	17	bring	bring	VERB
ajema-74	4	18	test	test	NOUN
ajema-74	4	19	-	-	PUNCT
ajema-74	4	20	driven	drive	VERB
ajema-74	4	21	methodologies	methodology	NOUN
ajema-74	4	22	into	into	ADP
ajema-74	4	23	enterprise	enterprise	NOUN
ajema-74	4	24	-	-	PUNCT
ajema-74	4	25	scale	scale	NOUN
ajema-74	4	26	data	datum	NOUN
ajema-74	4	27	ecosystems	ecosystem	NOUN
ajema-74	4	28	.	.	PUNCT
ajema-74	5	1	by	by	ADP
ajema-74	5	2	applying	apply	VERB
ajema-74	5	3	unit	unit	NOUN
ajema-74	5	4	tests	test	NOUN
ajema-74	5	5	to	to	ADP
ajema-74	5	6	pyspark	pyspark	NOUN
ajema-74	5	7	transformations	transformation	NOUN
ajema-74	5	8	,	,	PUNCT
ajema-74	5	9	and	and	CCONJ
ajema-74	5	10	leveraging	leverage	VERB
ajema-74	5	11	dbt	dbt	PROPN
ajema-74	5	12	’s	’s	PART
ajema-74	5	13	native	native	ADJ
ajema-74	5	14	testing	testing	NOUN
ajema-74	5	15	and	and	CCONJ
ajema-74	5	16	documentation	documentation	NOUN
ajema-74	5	17	framework	framework	NOUN
ajema-74	5	18	,	,	PUNCT
ajema-74	5	19	organizations	organization	NOUN
ajema-74	5	20	can	can	AUX
ajema-74	5	21	enforce	enforce	VERB
ajema-74	5	22	data	datum	NOUN
ajema-74	5	23	quality	quality	NOUN
ajema-74	5	24	,	,	PUNCT
ajema-74	5	25	detect	detect	VERB
ajema-74	5	26	schema	schema	NOUN
ajema-74	5	27	drift	drift	NOUN
ajema-74	5	28	,	,	PUNCT
ajema-74	5	29	and	and	CCONJ
ajema-74	5	30	validate	validate	VERB
ajema-74	5	31	business	business	NOUN
ajema-74	5	32	logic	logic	NOUN
ajema-74	5	33	before	before	ADP
ajema-74	5	34	deployment	deployment	NOUN
ajema-74	5	35	.	.	PUNCT
ajema-74	6	1	the	the	DET
ajema-74	6	2	discussion	discussion	NOUN
ajema-74	6	3	highlights	highlight	VERB
ajema-74	6	4	architectural	architectural	ADJ
ajema-74	6	5	patterns	pattern	NOUN
ajema-74	6	6	,	,	PUNCT
ajema-74	6	7	integration	integration	NOUN
ajema-74	6	8	workflows	workflow	NOUN
ajema-74	6	9	,	,	PUNCT
ajema-74	6	10	and	and	CCONJ
ajema-74	6	11	best	good	ADJ
ajema-74	6	12	practices	practice	NOUN
ajema-74	6	13	for	for	ADP
ajema-74	6	14	embedding	embed	VERB
ajema-74	6	15	testing	testing	NOUN
ajema-74	6	16	across	across	ADP
ajema-74	6	17	the	the	DET
ajema-74	6	18	data	data	NOUN
ajema-74	6	19	lifecycle	lifecycle	NOUN
ajema-74	6	20	—	—	PUNCT
ajema-74	6	21	from	from	ADP
ajema-74	6	22	ingestion	ingestion	NOUN
ajema-74	6	23	to	to	ADP
ajema-74	6	24	transformation	transformation	NOUN
ajema-74	6	25	and	and	CCONJ
ajema-74	6	26	consumption	consumption	NOUN
ajema-74	6	27	.	.	PUNCT
ajema-74	7	1	future	future	ADJ
ajema-74	7	2	directions	direction	NOUN
ajema-74	7	3	such	such	ADJ
ajema-74	7	4	as	as	ADP
ajema-74	7	5	ai	ai	NOUN
ajema-74	7	6	-	-	PUNCT
ajema-74	7	7	assisted	assist	VERB
ajema-74	7	8	test	test	NOUN
ajema-74	7	9	generation	generation	NOUN
ajema-74	7	10	and	and	CCONJ
ajema-74	7	11	continuous	continuous	ADJ
ajema-74	7	12	testing	testing	NOUN
ajema-74	7	13	in	in	ADP
ajema-74	7	14	real	real	ADJ
ajema-74	7	15	-	-	PUNCT
ajema-74	7	16	time	time	NOUN
ajema-74	7	17	pipelines	pipeline	NOUN
ajema-74	7	18	are	be	AUX
ajema-74	7	19	also	also	ADV
ajema-74	7	20	considered	consider	VERB
ajema-74	7	21	.	.	PUNCT
ajema-74	8	1	ultimately	ultimately	ADV
ajema-74	8	2	,	,	PUNCT
ajema-74	8	3	the	the	DET
ajema-74	8	4	article	article	NOUN
ajema-74	8	5	positions	position	VERB
ajema-74	8	6	tdd	tdd	NOUN
ajema-74	8	7	not	not	PART
ajema-74	8	8	merely	merely	ADV
ajema-74	8	9	as	as	ADP
ajema-74	8	10	a	a	DET
ajema-74	8	11	technical	technical	ADJ
ajema-74	8	12	safeguard	safeguard	NOUN
ajema-74	8	13	,	,	PUNCT
ajema-74	8	14	but	but	CCONJ
ajema-74	8	15	as	as	ADP
ajema-74	8	16	a	a	DET
ajema-74	8	17	strategic	strategic	ADJ
ajema-74	8	18	enabler	enabler	NOUN
ajema-74	8	19	of	of	ADP
ajema-74	8	20	trustworthy	trustworthy	ADJ
ajema-74	8	21	,	,	PUNCT
ajema-74	8	22	maintainable	maintainable	ADJ
ajema-74	8	23	,	,	PUNCT
ajema-74	8	24	and	and	CCONJ
ajema-74	8	25	scalable	scalable	ADJ
ajema-74	8	26	enterprise	enterprise	NOUN
ajema-74	8	27	data	datum	NOUN
ajema-74	8	28	engineering	engineering	NOUN
ajema-74	8	29	.	.	PUNCT
ajema-74	9	1	keywords	keyword	NOUN
ajema-74	9	2	:	:	PUNCT
ajema-74	9	3	iot	iot	ADJ
ajema-74	9	4	security	security	NOUN
ajema-74	9	5	,	,	PUNCT
ajema-74	9	6	cyberattack	cyberattack	NOUN
ajema-74	9	7	detection	detection	NOUN
ajema-74	9	8	,	,	PUNCT
ajema-74	9	9	real	real	ADJ
ajema-74	9	10	-	-	PUNCT
ajema-74	9	11	time	time	NOUN
ajema-74	9	12	monitoring	monitoring	NOUN
ajema-74	9	13	,	,	PUNCT
ajema-74	9	14	rt	rt	PROPN
ajema-74	9	15	-	-	PUNCT
ajema-74	9	16	iot2022	iot2022	NOUN
ajema-74	9	17	,	,	PUNCT
ajema-74	9	18	machine	machine	NOUN
ajema-74	9	19	learning	learning	NOUN
ajema-74	9	20	,	,	PUNCT
ajema-74	9	21	network	network	NOUN
ajema-74	9	22	intrusion	intrusion	NOUN
ajema-74	9	23	(	(	PUNCT
ajema-74	9	24	nids	nid	NOUN
ajema-74	9	25	)	)	PUNCT
ajema-74	9	26	.	.	PUNCT
ajema-74	10	1	introduction	introduction	NOUN
ajema-74	10	2	:	:	PUNCT
ajema-74	10	3	why	why	SCONJ
ajema-74	10	4	test	test	NOUN
ajema-74	10	5	-	-	PUNCT
ajema-74	10	6	driven	drive	VERB
ajema-74	10	7	data	datum	NOUN
ajema-74	10	8	engineering	engineering	NOUN
ajema-74	10	9	matters	matter	NOUN
ajema-74	10	10	in	in	ADP
ajema-74	10	11	today	today	NOUN
ajema-74	10	12	’s	’s	PART
ajema-74	10	13	digital	digital	ADJ
ajema-74	10	14	economy	economy	NOUN
ajema-74	10	15	,	,	PUNCT
ajema-74	10	16	data	datum	NOUN
ajema-74	10	17	has	have	AUX
ajema-74	10	18	evolved	evolve	VERB
ajema-74	10	19	into	into	ADP
ajema-74	10	20	a	a	DET
ajema-74	10	21	mission	mission	NOUN
ajema-74	10	22	-	-	PUNCT
ajema-74	10	23	critical	critical	ADJ
ajema-74	10	24	enterprise	enterprise	NOUN
ajema-74	10	25	asset	asset	NOUN
ajema-74	10	26	,	,	PUNCT
ajema-74	10	27	powering	power	VERB
ajema-74	10	28	everything	everything	PRON
ajema-74	10	29	from	from	ADP
ajema-74	10	30	operational	operational	ADJ
ajema-74	10	31	dashboards	dashboard	NOUN
ajema-74	10	32	and	and	CCONJ
ajema-74	10	33	compliance	compliance	NOUN
ajema-74	10	34	reporting	reporting	NOUN
ajema-74	10	35	to	to	ADP
ajema-74	10	36	machine	machine	NOUN
ajema-74	10	37	learning	learning	NOUN
ajema-74	10	38	models	model	NOUN
ajema-74	10	39	and	and	CCONJ
ajema-74	10	40	real	real	ADJ
ajema-74	10	41	-	-	PUNCT
ajema-74	10	42	time	time	NOUN
ajema-74	10	43	customer	customer	NOUN
ajema-74	10	44	experiences	experience	NOUN
ajema-74	10	45	.	.	PUNCT
ajema-74	11	1	as	as	SCONJ
ajema-74	11	2	organizations	organization	NOUN
ajema-74	11	3	collect	collect	VERB
ajema-74	11	4	and	and	CCONJ
ajema-74	11	5	process	process	VERB
ajema-74	11	6	increasingly	increasingly	ADV
ajema-74	11	7	complex	complex	ADJ
ajema-74	11	8	and	and	CCONJ
ajema-74	11	9	diverse	diverse	ADJ
ajema-74	11	10	datasets	dataset	NOUN
ajema-74	11	11	,	,	PUNCT
ajema-74	11	12	the	the	DET
ajema-74	11	13	reliability	reliability	NOUN
ajema-74	11	14	of	of	ADP
ajema-74	11	15	data	datum	NOUN
ajema-74	11	16	pipelines	pipeline	NOUN
ajema-74	11	17	directly	directly	ADV
ajema-74	11	18	determines	determine	VERB
ajema-74	11	19	the	the	DET
ajema-74	11	20	trustworthiness	trustworthiness	NOUN
ajema-74	11	21	of	of	ADP
ajema-74	11	22	insights	insight	NOUN
ajema-74	11	23	and	and	CCONJ
ajema-74	11	24	the	the	DET
ajema-74	11	25	success	success	NOUN
ajema-74	11	26	of	of	ADP
ajema-74	11	27	data	data	NOUN
ajema-74	11	28	-	-	PUNCT
ajema-74	11	29	driven	drive	VERB
ajema-74	11	30	strategies	strategy	NOUN
ajema-74	11	31	.	.	PUNCT
ajema-74	12	1	yet	yet	ADV
ajema-74	12	2	,	,	PUNCT
ajema-74	12	3	many	many	ADJ
ajema-74	12	4	enterprises	enterprise	NOUN
ajema-74	12	5	still	still	ADV
ajema-74	12	6	rely	rely	VERB
ajema-74	12	7	on	on	ADP
ajema-74	12	8	ad	ad	NOUN
ajema-74	12	9	-	-	PUNCT
ajema-74	12	10	hoc	hoc	X
ajema-74	12	11	pipelines	pipeline	NOUN
ajema-74	12	12	that	that	PRON
ajema-74	12	13	are	be	AUX
ajema-74	12	14	hastily	hastily	ADV
ajema-74	12	15	assembled	assemble	VERB
ajema-74	12	16	to	to	PART
ajema-74	12	17	meet	meet	VERB
ajema-74	12	18	immediate	immediate	ADJ
ajema-74	12	19	reporting	reporting	NOUN
ajema-74	12	20	needs	need	NOUN
ajema-74	12	21	.	.	PUNCT
ajema-74	13	1	these	these	DET
ajema-74	13	2	pipelines	pipeline	NOUN
ajema-74	13	3	often	often	ADV
ajema-74	13	4	suffer	suffer	VERB
ajema-74	13	5	from	from	ADP
ajema-74	13	6	silent	silent	ADJ
ajema-74	13	7	failures	failure	NOUN
ajema-74	13	8	,	,	PUNCT
ajema-74	13	9	undetected	undetecte	VERB
ajema-74	13	10	schema	schema	NOUN
ajema-74	13	11	changes	change	NOUN
ajema-74	13	12	,	,	PUNCT
ajema-74	13	13	inconsistent	inconsistent	ADJ
ajema-74	13	14	transformations	transformation	NOUN
ajema-74	13	15	,	,	PUNCT
ajema-74	13	16	and	and	CCONJ
ajema-74	13	17	data	datum	NOUN
ajema-74	13	18	quality	quality	NOUN
ajema-74	13	19	issues	issue	NOUN
ajema-74	13	20	that	that	PRON
ajema-74	13	21	surface	surface	VERB
ajema-74	13	22	only	only	ADV
ajema-74	13	23	when	when	SCONJ
ajema-74	13	24	decision	decision	NOUN
ajema-74	13	25	-	-	PUNCT
ajema-74	13	26	makers	maker	NOUN
ajema-74	13	27	notice	notice	NOUN
ajema-74	13	28	discrepancies	discrepancy	NOUN
ajema-74	13	29	.	.	PUNCT
ajema-74	14	1	over	over	ADP
ajema-74	14	2	time	time	NOUN
ajema-74	14	3	,	,	PUNCT
ajema-74	14	4	these	these	DET
ajema-74	14	5	fragile	fragile	ADJ
ajema-74	14	6	systems	system	NOUN
ajema-74	14	7	accumulate	accumulate	VERB
ajema-74	14	8	technical	technical	ADJ
ajema-74	14	9	debt	debt	NOUN
ajema-74	14	10	,	,	PUNCT
ajema-74	14	11	making	make	VERB
ajema-74	14	12	them	they	PRON
ajema-74	14	13	harder	hard	ADJ
ajema-74	14	14	to	to	PART
ajema-74	14	15	scale	scale	VERB
ajema-74	14	16	,	,	PUNCT
ajema-74	14	17	maintain	maintain	VERB
ajema-74	14	18	,	,	PUNCT
ajema-74	14	19	and	and	CCONJ
ajema-74	14	20	govern	govern	ADJ
ajema-74	14	21	.	.	PUNCT
ajema-74	15	1	the	the	DET
ajema-74	15	2	result	result	NOUN
ajema-74	15	3	is	be	AUX
ajema-74	15	4	a	a	DET
ajema-74	15	5	cycle	cycle	NOUN
ajema-74	15	6	of	of	ADP
ajema-74	15	7	firefighting	firefighting	NOUN
ajema-74	15	8	,	,	PUNCT
ajema-74	15	9	where	where	SCONJ
ajema-74	15	10	engineering	engineering	NOUN
ajema-74	15	11	teams	team	NOUN
ajema-74	15	12	spend	spend	VERB
ajema-74	15	13	more	more	ADJ
ajema-74	15	14	time	time	NOUN
ajema-74	15	15	troubleshooting	troubleshoot	VERB
ajema-74	15	16	than	than	ADP
ajema-74	15	17	delivering	deliver	VERB
ajema-74	15	18	value	value	NOUN
ajema-74	15	19	.	.	PUNCT
ajema-74	16	1	to	to	PART
ajema-74	16	2	break	break	VERB
ajema-74	16	3	this	this	DET
ajema-74	16	4	cycle	cycle	NOUN
ajema-74	16	5	,	,	PUNCT
ajema-74	16	6	organizations	organization	NOUN
ajema-74	16	7	are	be	AUX
ajema-74	16	8	turning	turn	VERB
ajema-74	16	9	to	to	PART
ajema-74	16	10	test	test	NOUN
ajema-74	16	11	-	-	PUNCT
ajema-74	16	12	driven	drive	VERB
ajema-74	16	13	principles	principle	NOUN
ajema-74	16	14	as	as	ADP
ajema-74	16	15	the	the	DET
ajema-74	16	16	foundation	foundation	NOUN
ajema-74	16	17	of	of	ADP
ajema-74	16	18	modern	modern	ADJ
ajema-74	16	19	data	datum	NOUN
ajema-74	16	20	engineering	engineering	NOUN
ajema-74	16	21	.	.	PUNCT
ajema-74	17	1	just	just	ADV
ajema-74	17	2	as	as	SCONJ
ajema-74	17	3	test	test	NOUN
ajema-74	17	4	-	-	PUNCT
ajema-74	17	5	driven	drive	VERB
ajema-74	17	6	development	development	NOUN
ajema-74	17	7	(	(	PUNCT
ajema-74	17	8	tdd	tdd	NOUN
ajema-74	17	9	)	)	PUNCT
ajema-74	17	10	revolutionized	revolutionize	VERB
ajema-74	17	11	software	software	NOUN
ajema-74	17	12	engineering	engineering	NOUN
ajema-74	17	13	by	by	ADP
ajema-74	17	14	embedding	embed	VERB
ajema-74	17	15	validation	validation	NOUN
ajema-74	17	16	into	into	ADP
ajema-74	17	17	every	every	DET
ajema-74	17	18	stage	stage	NOUN
ajema-74	17	19	of	of	ADP
ajema-74	17	20	coding	coding	NOUN
ajema-74	17	21	,	,	PUNCT
ajema-74	17	22	test	test	NOUN
ajema-74	17	23	-	-	PUNCT
ajema-74	17	24	driven	drive	VERB
ajema-74	17	25	data	datum	NOUN
ajema-74	17	26	engineering	engineering	NOUN
ajema-74	17	27	applies	apply	VERB
ajema-74	17	28	the	the	DET
ajema-74	17	29	same	same	ADJ
ajema-74	17	30	discipline	discipline	NOUN
ajema-74	17	31	to	to	ADP
ajema-74	17	32	data	data	NOUN
ajema-74	17	33	pipelines	pipeline	NOUN
ajema-74	17	34	.	.	PUNCT
ajema-74	18	1	by	by	ADP
ajema-74	18	2	writing	write	VERB
ajema-74	18	3	tests	test	NOUN
ajema-74	18	4	before	before	ADP
ajema-74	18	5	implementing	implement	VERB
ajema-74	18	6	22	22	NUM
ajema-74	18	7	journal	journal	NOUN
ajema-74	18	8	of	of	ADP
ajema-74	18	9	engineering	engineering	NOUN
ajema-74	18	10	,	,	PUNCT
ajema-74	18	11	mechanics	mechanic	NOUN
ajema-74	18	12	and	and	CCONJ
ajema-74	18	13	architecture	architecture	NOUN
ajema-74	18	14	www	www	NOUN
ajema-74	18	15	.	.	PUNCT
ajema-74	19	1	grnjournal.us	grnjournal.u	NOUN
ajema-74	19	2	transformations	transformation	NOUN
ajema-74	19	3	,	,	PUNCT
ajema-74	19	4	engineers	engineer	NOUN
ajema-74	19	5	can	can	AUX
ajema-74	19	6	validate	validate	VERB
ajema-74	19	7	assumptions	assumption	NOUN
ajema-74	19	8	about	about	ADP
ajema-74	19	9	data	datum	NOUN
ajema-74	19	10	,	,	PUNCT
ajema-74	19	11	catch	catch	VERB
ajema-74	19	12	errors	error	NOUN
ajema-74	19	13	early	early	ADV
ajema-74	19	14	,	,	PUNCT
ajema-74	19	15	and	and	CCONJ
ajema-74	19	16	enforce	enforce	VERB
ajema-74	19	17	data	datum	NOUN
ajema-74	19	18	quality	quality	NOUN
ajema-74	19	19	at	at	ADP
ajema-74	19	20	scale	scale	NOUN
ajema-74	19	21	.	.	PUNCT
ajema-74	20	1	this	this	DET
ajema-74	20	2	approach	approach	NOUN
ajema-74	20	3	not	not	PART
ajema-74	20	4	only	only	ADV
ajema-74	20	5	strengthens	strengthen	VERB
ajema-74	20	6	trust	trust	NOUN
ajema-74	20	7	in	in	ADP
ajema-74	20	8	analytics	analytic	NOUN
ajema-74	20	9	but	but	CCONJ
ajema-74	20	10	also	also	ADV
ajema-74	20	11	enhances	enhance	VERB
ajema-74	20	12	maintainability	maintainability	NOUN
ajema-74	20	13	,	,	PUNCT
ajema-74	20	14	reduces	reduce	VERB
ajema-74	20	15	risk	risk	NOUN
ajema-74	20	16	,	,	PUNCT
ajema-74	20	17	and	and	CCONJ
ajema-74	20	18	ensures	ensure	VERB
ajema-74	20	19	that	that	SCONJ
ajema-74	20	20	pipelines	pipeline	NOUN
ajema-74	20	21	evolve	evolve	VERB
ajema-74	20	22	without	without	ADP
ajema-74	20	23	compromising	compromise	VERB
ajema-74	20	24	reliability	reliability	NOUN
ajema-74	20	25	.	.	PUNCT
ajema-74	21	1	test	test	NOUN
ajema-74	21	2	-	-	PUNCT
ajema-74	21	3	driven	drive	VERB
ajema-74	21	4	data	datum	NOUN
ajema-74	21	5	engineering	engineering	NOUN
ajema-74	21	6	,	,	PUNCT
ajema-74	21	7	particularly	particularly	ADV
ajema-74	21	8	when	when	SCONJ
ajema-74	21	9	implemented	implement	VERB
ajema-74	21	10	with	with	ADP
ajema-74	21	11	tools	tool	NOUN
ajema-74	21	12	like	like	ADP
ajema-74	21	13	pyspark	pyspark	NOUN
ajema-74	21	14	and	and	CCONJ
ajema-74	21	15	dbt	dbt	PROPN
ajema-74	21	16	,	,	PUNCT
ajema-74	21	17	provides	provide	VERB
ajema-74	21	18	enterprises	enterprise	NOUN
ajema-74	21	19	with	with	ADP
ajema-74	21	20	a	a	DET
ajema-74	21	21	blueprint	blueprint	NOUN
ajema-74	21	22	for	for	ADP
ajema-74	21	23	building	build	VERB
ajema-74	21	24	robust	robust	ADJ
ajema-74	21	25	,	,	PUNCT
ajema-74	21	26	auditable	auditable	ADJ
ajema-74	21	27	,	,	PUNCT
ajema-74	21	28	and	and	CCONJ
ajema-74	21	29	future	future	ADJ
ajema-74	21	30	-	-	PUNCT
ajema-74	21	31	ready	ready	ADJ
ajema-74	21	32	data	datum	NOUN
ajema-74	21	33	systems	system	NOUN
ajema-74	21	34	—	—	PUNCT
ajema-74	21	35	a	a	DET
ajema-74	21	36	critical	critical	ADJ
ajema-74	21	37	step	step	NOUN
ajema-74	21	38	in	in	ADP
ajema-74	21	39	treating	treat	VERB
ajema-74	21	40	data	datum	NOUN
ajema-74	21	41	as	as	ADP
ajema-74	21	42	the	the	DET
ajema-74	21	43	enterprise	enterprise	NOUN
ajema-74	21	44	-	-	PUNCT
ajema-74	21	45	grade	grade	NOUN
ajema-74	21	46	product	product	NOUN
ajema-74	21	47	it	it	PRON
ajema-74	21	48	has	have	AUX
ajema-74	21	49	become	become	VERB
ajema-74	21	50	.	.	PUNCT
ajema-74	22	1	challenges	challenge	NOUN
ajema-74	22	2	in	in	ADP
ajema-74	22	3	enterprise	enterprise	NOUN
ajema-74	22	4	data	datum	NOUN
ajema-74	22	5	engineering	engineering	NOUN
ajema-74	22	6	as	as	ADP
ajema-74	22	7	data	datum	NOUN
ajema-74	22	8	becomes	become	VERB
ajema-74	22	9	the	the	DET
ajema-74	22	10	lifeblood	lifeblood	NOUN
ajema-74	22	11	of	of	ADP
ajema-74	22	12	enterprise	enterprise	NOUN
ajema-74	22	13	operations	operation	NOUN
ajema-74	22	14	,	,	PUNCT
ajema-74	22	15	engineering	engineering	NOUN
ajema-74	22	16	teams	team	NOUN
ajema-74	22	17	face	face	VERB
ajema-74	22	18	mounting	mount	VERB
ajema-74	22	19	challenges	challenge	NOUN
ajema-74	22	20	in	in	ADP
ajema-74	22	21	building	build	VERB
ajema-74	22	22	and	and	CCONJ
ajema-74	22	23	maintaining	maintain	VERB
ajema-74	22	24	pipelines	pipeline	NOUN
ajema-74	22	25	that	that	PRON
ajema-74	22	26	are	be	AUX
ajema-74	22	27	both	both	CCONJ
ajema-74	22	28	reliable	reliable	ADJ
ajema-74	22	29	and	and	CCONJ
ajema-74	22	30	scalable	scalable	ADJ
ajema-74	22	31	.	.	PUNCT
ajema-74	23	1	unlike	unlike	ADP
ajema-74	23	2	small	small	ADJ
ajema-74	23	3	-	-	PUNCT
ajema-74	23	4	scale	scale	NOUN
ajema-74	23	5	projects	project	NOUN
ajema-74	23	6	,	,	PUNCT
ajema-74	23	7	enterprise	enterprise	NOUN
ajema-74	23	8	data	datum	NOUN
ajema-74	23	9	engineering	engineering	NOUN
ajema-74	23	10	must	must	AUX
ajema-74	23	11	contend	contend	VERB
ajema-74	23	12	with	with	ADP
ajema-74	23	13	the	the	DET
ajema-74	23	14	realities	reality	NOUN
ajema-74	23	15	of	of	ADP
ajema-74	23	16	massive	massive	ADJ
ajema-74	23	17	volumes	volume	NOUN
ajema-74	23	18	,	,	PUNCT
ajema-74	23	19	shifting	shift	VERB
ajema-74	23	20	data	datum	NOUN
ajema-74	23	21	landscapes	landscape	NOUN
ajema-74	23	22	,	,	PUNCT
ajema-74	23	23	and	and	CCONJ
ajema-74	23	24	strict	strict	ADJ
ajema-74	23	25	accountability	accountability	NOUN
ajema-74	23	26	requirements	requirement	NOUN
ajema-74	23	27	.	.	PUNCT
ajema-74	24	1	three	three	NUM
ajema-74	24	2	core	core	NOUN
ajema-74	24	3	challenges	challenge	NOUN
ajema-74	24	4	stand	stand	VERB
ajema-74	24	5	out	out	ADP
ajema-74	24	6	as	as	ADP
ajema-74	24	7	defining	define	VERB
ajema-74	24	8	the	the	DET
ajema-74	24	9	complexity	complexity	NOUN
ajema-74	24	10	of	of	ADP
ajema-74	24	11	this	this	DET
ajema-74	24	12	domain	domain	NOUN
ajema-74	24	13	.	.	PUNCT
ajema-74	25	1	1	1	X
ajema-74	25	2	.	.	X
ajema-74	25	3	scale	scale	NOUN
ajema-74	25	4	:	:	PUNCT
ajema-74	25	5	handling	handle	VERB
ajema-74	25	6	billions	billion	NOUN
ajema-74	25	7	of	of	ADP
ajema-74	25	8	rows	row	NOUN
ajema-74	25	9	across	across	ADP
ajema-74	25	10	distributed	distribute	VERB
ajema-74	25	11	systems	system	NOUN
ajema-74	25	12	enterprises	enterprise	NOUN
ajema-74	25	13	generate	generate	VERB
ajema-74	25	14	and	and	CCONJ
ajema-74	25	15	process	process	NOUN
ajema-74	25	16	data	datum	NOUN
ajema-74	25	17	at	at	ADP
ajema-74	25	18	staggering	staggering	ADJ
ajema-74	25	19	volumes	volume	NOUN
ajema-74	25	20	,	,	PUNCT
ajema-74	25	21	often	often	ADV
ajema-74	25	22	spanning	span	VERB
ajema-74	25	23	billions	billion	NOUN
ajema-74	25	24	of	of	ADP
ajema-74	25	25	rows	row	NOUN
ajema-74	25	26	ingested	ingest	VERB
ajema-74	25	27	daily	daily	ADV
ajema-74	25	28	from	from	ADP
ajema-74	25	29	diverse	diverse	ADJ
ajema-74	25	30	systems	system	NOUN
ajema-74	25	31	such	such	ADJ
ajema-74	25	32	as	as	ADP
ajema-74	25	33	iot	iot	PROPN
ajema-74	25	34	devices	device	NOUN
ajema-74	25	35	,	,	PUNCT
ajema-74	25	36	financial	financial	ADJ
ajema-74	25	37	transactions	transaction	NOUN
ajema-74	25	38	,	,	PUNCT
ajema-74	25	39	customer	customer	NOUN
ajema-74	25	40	interactions	interaction	NOUN
ajema-74	25	41	,	,	PUNCT
ajema-74	25	42	and	and	CCONJ
ajema-74	25	43	digital	digital	ADJ
ajema-74	25	44	platforms	platform	NOUN
ajema-74	25	45	.	.	PUNCT
ajema-74	26	1	managing	manage	VERB
ajema-74	26	2	this	this	DET
ajema-74	26	3	scale	scale	NOUN
ajema-74	26	4	requires	require	VERB
ajema-74	26	5	distributed	distribute	VERB
ajema-74	26	6	processing	processing	NOUN
ajema-74	26	7	frameworks	framework	NOUN
ajema-74	26	8	like	like	ADP
ajema-74	26	9	pyspark	pyspark	NOUN
ajema-74	26	10	,	,	PUNCT
ajema-74	26	11	but	but	CCONJ
ajema-74	26	12	even	even	ADV
ajema-74	26	13	with	with	ADP
ajema-74	26	14	such	such	ADJ
ajema-74	26	15	tools	tool	NOUN
ajema-74	26	16	,	,	PUNCT
ajema-74	26	17	bottlenecks	bottleneck	NOUN
ajema-74	26	18	in	in	ADP
ajema-74	26	19	storage	storage	NOUN
ajema-74	26	20	,	,	PUNCT
ajema-74	26	21	computation	computation	NOUN
ajema-74	26	22	,	,	PUNCT
ajema-74	26	23	and	and	CCONJ
ajema-74	26	24	network	network	NOUN
ajema-74	26	25	transfer	transfer	NOUN
ajema-74	26	26	can	can	AUX
ajema-74	26	27	quickly	quickly	ADV
ajema-74	26	28	emerge	emerge	VERB
ajema-74	26	29	.	.	PUNCT
ajema-74	27	1	without	without	ADP
ajema-74	27	2	careful	careful	ADJ
ajema-74	27	3	optimization	optimization	NOUN
ajema-74	27	4	,	,	PUNCT
ajema-74	27	5	queries	query	NOUN
ajema-74	27	6	can	can	AUX
ajema-74	27	7	become	become	VERB
ajema-74	27	8	prohibitively	prohibitively	ADV
ajema-74	27	9	expensive	expensive	ADJ
ajema-74	27	10	,	,	PUNCT
ajema-74	27	11	refresh	refresh	NOUN
ajema-74	27	12	times	time	NOUN
ajema-74	27	13	unmanageable	unmanageable	ADJ
ajema-74	27	14	,	,	PUNCT
ajema-74	27	15	and	and	CCONJ
ajema-74	27	16	system	system	NOUN
ajema-74	27	17	reliability	reliability	NOUN
ajema-74	27	18	compromised	compromise	VERB
ajema-74	27	19	.	.	PUNCT
ajema-74	28	1	2	2	X
ajema-74	28	2	.	.	X
ajema-74	28	3	complexity	complexity	NOUN
ajema-74	28	4	:	:	PUNCT
ajema-74	28	5	evolving	evolve	VERB
ajema-74	28	6	schemas	schema	NOUN
ajema-74	28	7	,	,	PUNCT
ajema-74	28	8	upstream	upstream	ADJ
ajema-74	28	9	dependencies	dependency	NOUN
ajema-74	28	10	,	,	PUNCT
ajema-74	28	11	and	and	CCONJ
ajema-74	28	12	transformation	transformation	NOUN
ajema-74	28	13	logic	logic	NOUN
ajema-74	28	14	enterprise	enterprise	NOUN
ajema-74	28	15	data	datum	NOUN
ajema-74	28	16	ecosystems	ecosystem	NOUN
ajema-74	28	17	are	be	AUX
ajema-74	28	18	rarely	rarely	ADV
ajema-74	28	19	static	static	ADJ
ajema-74	28	20	.	.	PUNCT
ajema-74	29	1	source	source	NOUN
ajema-74	29	2	systems	system	NOUN
ajema-74	29	3	change	change	VERB
ajema-74	29	4	field	field	NOUN
ajema-74	29	5	names	name	NOUN
ajema-74	29	6	,	,	PUNCT
ajema-74	29	7	add	add	VERB
ajema-74	29	8	new	new	ADJ
ajema-74	29	9	attributes	attribute	NOUN
ajema-74	29	10	,	,	PUNCT
ajema-74	29	11	or	or	CCONJ
ajema-74	29	12	deprecate	deprecate	VERB
ajema-74	29	13	tables	table	NOUN
ajema-74	29	14	with	with	ADP
ajema-74	29	15	little	little	ADJ
ajema-74	29	16	notice	notice	NOUN
ajema-74	29	17	.	.	PUNCT
ajema-74	30	1	each	each	DET
ajema-74	30	2	change	change	NOUN
ajema-74	30	3	cascades	cascade	VERB
ajema-74	30	4	downstream	downstream	ADJ
ajema-74	30	5	,	,	PUNCT
ajema-74	30	6	breaking	break	VERB
ajema-74	30	7	transformations	transformation	NOUN
ajema-74	30	8	,	,	PUNCT
ajema-74	30	9	dashboards	dashboard	NOUN
ajema-74	30	10	,	,	PUNCT
ajema-74	30	11	and	and	CCONJ
ajema-74	30	12	even	even	ADV
ajema-74	30	13	machine	machine	NOUN
ajema-74	30	14	learning	learning	NOUN
ajema-74	30	15	models	model	NOUN
ajema-74	30	16	.	.	PUNCT
ajema-74	31	1	moreover	moreover	ADV
ajema-74	31	2	,	,	PUNCT
ajema-74	31	3	the	the	DET
ajema-74	31	4	interdependencies	interdependency	NOUN
ajema-74	31	5	between	between	ADP
ajema-74	31	6	ingestion	ingestion	NOUN
ajema-74	31	7	pipelines	pipeline	NOUN
ajema-74	31	8	,	,	PUNCT
ajema-74	31	9	business	business	NOUN
ajema-74	31	10	logic	logic	NOUN
ajema-74	31	11	transformations	transformation	NOUN
ajema-74	31	12	,	,	PUNCT
ajema-74	31	13	and	and	CCONJ
ajema-74	31	14	reporting	report	VERB
ajema-74	31	15	layers	layer	NOUN
ajema-74	31	16	create	create	VERB
ajema-74	31	17	a	a	DET
ajema-74	31	18	fragile	fragile	ADJ
ajema-74	31	19	web	web	NOUN
ajema-74	31	20	where	where	SCONJ
ajema-74	31	21	one	one	NUM
ajema-74	31	22	adjustment	adjustment	NOUN
ajema-74	31	23	can	can	AUX
ajema-74	31	24	have	have	VERB
ajema-74	31	25	unintended	unintended	ADJ
ajema-74	31	26	consequences	consequence	NOUN
ajema-74	31	27	.	.	PUNCT
ajema-74	32	1	this	this	DET
ajema-74	32	2	complexity	complexity	NOUN
ajema-74	32	3	often	often	ADV
ajema-74	32	4	results	result	VERB
ajema-74	32	5	in	in	ADP
ajema-74	32	6	brittle	brittle	ADJ
ajema-74	32	7	pipelines	pipeline	NOUN
ajema-74	32	8	that	that	PRON
ajema-74	32	9	demand	demand	VERB
ajema-74	32	10	constant	constant	ADJ
ajema-74	32	11	maintenance	maintenance	NOUN
ajema-74	32	12	and	and	CCONJ
ajema-74	32	13	firefighting	firefighting	NOUN
ajema-74	32	14	.	.	PUNCT
ajema-74	33	1	3	3	X
ajema-74	33	2	.	.	X
ajema-74	33	3	accountability	accountability	NOUN
ajema-74	33	4	:	:	PUNCT
ajema-74	33	5	ensuring	ensure	VERB
ajema-74	33	6	data	datum	NOUN
ajema-74	33	7	accuracy	accuracy	NOUN
ajema-74	33	8	,	,	PUNCT
ajema-74	33	9	reproducibility	reproducibility	NOUN
ajema-74	33	10	,	,	PUNCT
ajema-74	33	11	and	and	CCONJ
ajema-74	33	12	compliance	compliance	NOUN
ajema-74	33	13	beyond	beyond	ADP
ajema-74	33	14	scale	scale	NOUN
ajema-74	33	15	and	and	CCONJ
ajema-74	33	16	complexity	complexity	NOUN
ajema-74	33	17	,	,	PUNCT
ajema-74	33	18	enterprises	enterprise	NOUN
ajema-74	33	19	face	face	VERB
ajema-74	33	20	the	the	DET
ajema-74	33	21	critical	critical	ADJ
ajema-74	33	22	challenge	challenge	NOUN
ajema-74	33	23	of	of	ADP
ajema-74	33	24	accountability	accountability	NOUN
ajema-74	33	25	.	.	PUNCT
ajema-74	34	1	executives	executive	NOUN
ajema-74	34	2	,	,	PUNCT
ajema-74	34	3	regulators	regulator	NOUN
ajema-74	34	4	,	,	PUNCT
ajema-74	34	5	and	and	CCONJ
ajema-74	34	6	customers	customer	NOUN
ajema-74	34	7	expect	expect	VERB
ajema-74	34	8	data	datum	NOUN
ajema-74	34	9	-	-	PUNCT
ajema-74	34	10	driven	drive	VERB
ajema-74	34	11	decisions	decision	NOUN
ajema-74	34	12	to	to	PART
ajema-74	34	13	be	be	AUX
ajema-74	34	14	accurate	accurate	ADJ
ajema-74	34	15	,	,	PUNCT
ajema-74	34	16	reproducible	reproducible	ADJ
ajema-74	34	17	,	,	PUNCT
ajema-74	34	18	and	and	CCONJ
ajema-74	34	19	compliant	compliant	ADJ
ajema-74	34	20	with	with	ADP
ajema-74	34	21	legal	legal	ADJ
ajema-74	34	22	frameworks	framework	NOUN
ajema-74	34	23	such	such	ADJ
ajema-74	34	24	as	as	ADP
ajema-74	34	25	gdpr	gdpr	NOUN
ajema-74	34	26	,	,	PUNCT
ajema-74	34	27	hipaa	hipaa	NOUN
ajema-74	34	28	,	,	PUNCT
ajema-74	34	29	or	or	CCONJ
ajema-74	34	30	sox	sox	PROPN
ajema-74	34	31	.	.	PUNCT
ajema-74	35	1	however	however	ADV
ajema-74	35	2	,	,	PUNCT
ajema-74	35	3	without	without	ADP
ajema-74	35	4	proper	proper	ADJ
ajema-74	35	5	validation	validation	NOUN
ajema-74	35	6	and	and	CCONJ
ajema-74	35	7	testing	testing	NOUN
ajema-74	35	8	,	,	PUNCT
ajema-74	35	9	errors	error	NOUN
ajema-74	35	10	can	can	AUX
ajema-74	35	11	go	go	VERB
ajema-74	35	12	unnoticed	unnoticed	ADJ
ajema-74	35	13	until	until	SCONJ
ajema-74	35	14	they	they	PRON
ajema-74	35	15	lead	lead	VERB
ajema-74	35	16	to	to	ADP
ajema-74	35	17	flawed	flawed	ADJ
ajema-74	35	18	insights	insight	NOUN
ajema-74	35	19	or	or	CCONJ
ajema-74	35	20	compliance	compliance	NOUN
ajema-74	35	21	breaches	breach	NOUN
ajema-74	35	22	.	.	PUNCT
ajema-74	36	1	in	in	ADP
ajema-74	36	2	industries	industry	NOUN
ajema-74	36	3	like	like	ADP
ajema-74	36	4	finance	finance	NOUN
ajema-74	36	5	or	or	CCONJ
ajema-74	36	6	healthcare	healthcare	NOUN
ajema-74	36	7	,	,	PUNCT
ajema-74	36	8	such	such	ADJ
ajema-74	36	9	failures	failure	NOUN
ajema-74	36	10	can	can	AUX
ajema-74	36	11	carry	carry	VERB
ajema-74	36	12	severe	severe	ADJ
ajema-74	36	13	financial	financial	ADJ
ajema-74	36	14	,	,	PUNCT
ajema-74	36	15	reputational	reputational	ADJ
ajema-74	36	16	,	,	PUNCT
ajema-74	36	17	and	and	CCONJ
ajema-74	36	18	legal	legal	ADJ
ajema-74	36	19	consequences	consequence	NOUN
ajema-74	36	20	.	.	PUNCT
ajema-74	37	1	achieving	achieve	VERB
ajema-74	37	2	accountability	accountability	NOUN
ajema-74	37	3	requires	require	VERB
ajema-74	37	4	not	not	PART
ajema-74	37	5	only	only	ADV
ajema-74	37	6	technical	technical	ADJ
ajema-74	37	7	controls	control	NOUN
ajema-74	37	8	but	but	CCONJ
ajema-74	37	9	also	also	ADV
ajema-74	37	10	transparent	transparent	ADJ
ajema-74	37	11	auditability	auditability	NOUN
ajema-74	37	12	and	and	CCONJ
ajema-74	37	13	robust	robust	ADJ
ajema-74	37	14	testing	testing	NOUN
ajema-74	37	15	practices	practice	NOUN
ajema-74	37	16	embedded	embed	VERB
ajema-74	37	17	throughout	throughout	ADP
ajema-74	37	18	the	the	DET
ajema-74	37	19	data	datum	NOUN
ajema-74	37	20	lifecycle	lifecycle	NOUN
ajema-74	37	21	.	.	PUNCT
ajema-74	38	1	in	in	ADP
ajema-74	38	2	short	short	ADJ
ajema-74	38	3	,	,	PUNCT
ajema-74	38	4	enterprise	enterprise	NOUN
ajema-74	38	5	data	datum	NOUN
ajema-74	38	6	engineering	engineering	NOUN
ajema-74	38	7	is	be	AUX
ajema-74	38	8	defined	define	VERB
ajema-74	38	9	by	by	ADP
ajema-74	38	10	the	the	DET
ajema-74	38	11	trifecta	trifecta	NOUN
ajema-74	38	12	of	of	ADP
ajema-74	38	13	scale	scale	NOUN
ajema-74	38	14	,	,	PUNCT
ajema-74	38	15	complexity	complexity	NOUN
ajema-74	38	16	,	,	PUNCT
ajema-74	38	17	and	and	CCONJ
ajema-74	38	18	accountability	accountability	NOUN
ajema-74	38	19	.	.	PUNCT
ajema-74	39	1	overcoming	overcome	VERB
ajema-74	39	2	these	these	DET
ajema-74	39	3	challenges	challenge	NOUN
ajema-74	39	4	demands	demand	VERB
ajema-74	39	5	structured	structured	ADJ
ajema-74	39	6	approaches	approach	NOUN
ajema-74	39	7	like	like	ADP
ajema-74	39	8	test	test	NOUN
ajema-74	39	9	-	-	PUNCT
ajema-74	39	10	driven	drive	VERB
ajema-74	39	11	development	development	NOUN
ajema-74	39	12	,	,	PUNCT
ajema-74	39	13	which	which	PRON
ajema-74	39	14	can	can	AUX
ajema-74	39	15	transform	transform	VERB
ajema-74	39	16	pipelines	pipeline	NOUN
ajema-74	39	17	from	from	ADP
ajema-74	39	18	fragile	fragile	ADJ
ajema-74	39	19	workflows	workflow	NOUN
ajema-74	39	20	into	into	ADP
ajema-74	39	21	resilient	resilient	ADJ
ajema-74	39	22	,	,	PUNCT
ajema-74	39	23	trustworthy	trustworthy	ADJ
ajema-74	39	24	data	datum	NOUN
ajema-74	39	25	products	product	NOUN
ajema-74	39	26	.	.	PUNCT
ajema-74	40	1	principles	principle	NOUN
ajema-74	40	2	of	of	ADP
ajema-74	40	3	test	test	NOUN
ajema-74	40	4	-	-	PUNCT
ajema-74	40	5	driven	drive	VERB
ajema-74	40	6	development	development	NOUN
ajema-74	40	7	in	in	ADP
ajema-74	40	8	data	data	NOUN
ajema-74	40	9	engineering	engineering	NOUN
ajema-74	40	10	test	test	NOUN
ajema-74	40	11	-	-	PUNCT
ajema-74	40	12	driven	drive	VERB
ajema-74	40	13	development	development	NOUN
ajema-74	40	14	(	(	PUNCT
ajema-74	40	15	tdd	tdd	NOUN
ajema-74	40	16	)	)	PUNCT
ajema-74	40	17	,	,	PUNCT
ajema-74	40	18	a	a	DET
ajema-74	40	19	proven	prove	VERB
ajema-74	40	20	practice	practice	NOUN
ajema-74	40	21	in	in	ADP
ajema-74	40	22	software	software	NOUN
ajema-74	40	23	engineering	engineering	NOUN
ajema-74	40	24	,	,	PUNCT
ajema-74	40	25	emphasizes	emphasize	VERB
ajema-74	40	26	writing	write	VERB
ajema-74	40	27	tests	test	NOUN
ajema-74	40	28	before	before	ADP
ajema-74	40	29	writing	write	VERB
ajema-74	40	30	the	the	DET
ajema-74	40	31	actual	actual	ADJ
ajema-74	40	32	code	code	NOUN
ajema-74	40	33	.	.	PUNCT
ajema-74	41	1	this	this	DET
ajema-74	41	2	approach	approach	NOUN
ajema-74	41	3	ensures	ensure	VERB
ajema-74	41	4	that	that	SCONJ
ajema-74	41	5	functionality	functionality	NOUN
ajema-74	41	6	is	be	AUX
ajema-74	41	7	validated	validate	VERB
ajema-74	41	8	from	from	ADP
ajema-74	41	9	the	the	DET
ajema-74	41	10	outset	outset	NOUN
ajema-74	41	11	,	,	PUNCT
ajema-74	41	12	reduces	reduce	VERB
ajema-74	41	13	defects	defect	NOUN
ajema-74	41	14	,	,	PUNCT
ajema-74	41	15	and	and	CCONJ
ajema-74	41	16	builds	build	VERB
ajema-74	41	17	confidence	confidence	NOUN
ajema-74	41	18	in	in	ADP
ajema-74	41	19	the	the	DET
ajema-74	41	20	system	system	NOUN
ajema-74	41	21	’s	’s	PART
ajema-74	41	22	behavior	behavior	NOUN
ajema-74	41	23	.	.	PUNCT
ajema-74	42	1	when	when	SCONJ
ajema-74	42	2	translated	translate	VERB
ajema-74	42	3	into	into	ADP
ajema-74	42	4	the	the	DET
ajema-74	42	5	world	world	NOUN
ajema-74	42	6	of	of	ADP
ajema-74	42	7	data	datum	NOUN
ajema-74	42	8	engineering	engineering	NOUN
ajema-74	42	9	,	,	PUNCT
ajema-74	42	10	tdd	tdd	NOUN
ajema-74	42	11	adapts	adapt	VERB
ajema-74	42	12	these	these	DET
ajema-74	42	13	same	same	ADJ
ajema-74	42	14	principles	principle	NOUN
ajema-74	42	15	to	to	PART
ajema-74	42	16	address	address	VERB
ajema-74	42	17	the	the	DET
ajema-74	42	18	unique	unique	ADJ
ajema-74	42	19	challenges	challenge	NOUN
ajema-74	42	20	of	of	ADP
ajema-74	42	21	data	datum	NOUN
ajema-74	42	22	pipelines	pipeline	NOUN
ajema-74	42	23	—	—	PUNCT
ajema-74	42	24	ensuring	ensure	VERB
ajema-74	42	25	that	that	SCONJ
ajema-74	42	26	transformations	transformation	NOUN
ajema-74	42	27	,	,	PUNCT
ajema-74	42	28	quality	quality	NOUN
ajema-74	42	29	,	,	PUNCT
ajema-74	42	30	and	and	CCONJ
ajema-74	42	31	governance	governance	NOUN
ajema-74	42	32	are	be	AUX
ajema-74	42	33	enforced	enforce	VERB
ajema-74	42	34	as	as	ADP
ajema-74	42	35	part	part	NOUN
ajema-74	42	36	of	of	ADP
ajema-74	42	37	the	the	DET
ajema-74	42	38	development	development	NOUN
ajema-74	42	39	lifecycle	lifecycle	NOUN
ajema-74	42	40	rather	rather	ADV
ajema-74	42	41	than	than	ADP
ajema-74	42	42	as	as	ADP
ajema-74	42	43	afterthoughts	afterthought	NOUN
ajema-74	42	44	.	.	PUNCT
ajema-74	43	1	23	23	NUM
ajema-74	43	2	journal	journal	NOUN
ajema-74	43	3	of	of	ADP
ajema-74	43	4	engineering	engineering	NOUN
ajema-74	43	5	,	,	PUNCT
ajema-74	43	6	mechanics	mechanic	NOUN
ajema-74	43	7	and	and	CCONJ
ajema-74	43	8	architecture	architecture	NOUN
ajema-74	43	9	www	www	NOUN
ajema-74	43	10	.	.	PUNCT
ajema-74	44	1	grnjournal.us	grnjournal.us	X
ajema-74	44	2	1	1	X
ajema-74	44	3	.	.	X
ajema-74	44	4	translating	translate	VERB
ajema-74	44	5	software	software	NOUN
ajema-74	44	6	tdd	tdd	NOUN
ajema-74	44	7	into	into	ADP
ajema-74	44	8	the	the	DET
ajema-74	44	9	data	data	NOUN
ajema-74	44	10	domain	domain	NOUN
ajema-74	44	11	in	in	ADP
ajema-74	44	12	traditional	traditional	ADJ
ajema-74	44	13	software	software	NOUN
ajema-74	44	14	,	,	PUNCT
ajema-74	44	15	tdd	tdd	NOUN
ajema-74	44	16	starts	start	VERB
ajema-74	44	17	with	with	ADP
ajema-74	44	18	writing	write	VERB
ajema-74	44	19	a	a	DET
ajema-74	44	20	failing	fail	VERB
ajema-74	44	21	test	test	NOUN
ajema-74	44	22	that	that	PRON
ajema-74	44	23	defines	define	VERB
ajema-74	44	24	the	the	DET
ajema-74	44	25	expected	expect	VERB
ajema-74	44	26	behavior	behavior	NOUN
ajema-74	44	27	,	,	PUNCT
ajema-74	44	28	followed	follow	VERB
ajema-74	44	29	by	by	ADP
ajema-74	44	30	implementing	implement	VERB
ajema-74	44	31	code	code	NOUN
ajema-74	44	32	to	to	PART
ajema-74	44	33	pass	pass	VERB
ajema-74	44	34	the	the	DET
ajema-74	44	35	test	test	NOUN
ajema-74	44	36	,	,	PUNCT
ajema-74	44	37	and	and	CCONJ
ajema-74	44	38	then	then	ADV
ajema-74	44	39	refactoring	refactore	VERB
ajema-74	44	40	while	while	SCONJ
ajema-74	44	41	keeping	keep	VERB
ajema-74	44	42	the	the	DET
ajema-74	44	43	test	test	NOUN
ajema-74	44	44	suite	suite	NOUN
ajema-74	44	45	green	green	PROPN
ajema-74	44	46	.	.	PUNCT
ajema-74	45	1	in	in	ADP
ajema-74	45	2	data	datum	NOUN
ajema-74	45	3	engineering	engineering	NOUN
ajema-74	45	4	,	,	PUNCT
ajema-74	45	5	the	the	DET
ajema-74	45	6	principle	principle	NOUN
ajema-74	45	7	is	be	AUX
ajema-74	45	8	similar	similar	ADJ
ajema-74	45	9	:	:	PUNCT
ajema-74	45	10	➢	➢	AUX
ajema-74	45	11	define	define	VERB
ajema-74	45	12	assumptions	assumption	NOUN
ajema-74	45	13	about	about	ADP
ajema-74	45	14	the	the	DET
ajema-74	45	15	data	datum	NOUN
ajema-74	45	16	(	(	PUNCT
ajema-74	45	17	e.g.	e.g.	ADV
ajema-74	45	18	,	,	PUNCT
ajema-74	45	19	schema	schema	NOUN
ajema-74	45	20	,	,	PUNCT
ajema-74	45	21	constraints	constraint	NOUN
ajema-74	45	22	,	,	PUNCT
ajema-74	45	23	or	or	CCONJ
ajema-74	45	24	expected	expect	VERB
ajema-74	45	25	values	value	NOUN
ajema-74	45	26	)	)	PUNCT
ajema-74	45	27	.	.	PUNCT
ajema-74	46	1	➢	➢	AUX
ajema-74	46	2	write	write	VERB
ajema-74	46	3	tests	test	NOUN
ajema-74	46	4	to	to	PART
ajema-74	46	5	validate	validate	VERB
ajema-74	46	6	those	those	DET
ajema-74	46	7	assumptions	assumption	NOUN
ajema-74	46	8	.	.	PUNCT
ajema-74	47	1	➢	➢	VERB
ajema-74	47	2	build	build	VERB
ajema-74	47	3	transformations	transformation	NOUN
ajema-74	47	4	or	or	CCONJ
ajema-74	47	5	ingestion	ingestion	NOUN
ajema-74	47	6	logic	logic	NOUN
ajema-74	47	7	to	to	PART
ajema-74	47	8	satisfy	satisfy	VERB
ajema-74	47	9	the	the	DET
ajema-74	47	10	tests	test	NOUN
ajema-74	47	11	.	.	PUNCT
ajema-74	48	1	➢	➢	PROPN
ajema-74	48	2	continuously	continuously	ADV
ajema-74	48	3	run	run	VERB
ajema-74	48	4	tests	test	NOUN
ajema-74	48	5	to	to	PART
ajema-74	48	6	ensure	ensure	VERB
ajema-74	48	7	ongoing	ongoing	ADJ
ajema-74	48	8	compliance	compliance	NOUN
ajema-74	48	9	as	as	SCONJ
ajema-74	48	10	pipelines	pipeline	NOUN
ajema-74	48	11	evolve	evolve	VERB
ajema-74	48	12	.	.	PUNCT
ajema-74	49	1	this	this	DET
ajema-74	49	2	mindset	mindset	NOUN
ajema-74	49	3	shifts	shift	NOUN
ajema-74	49	4	pipelines	pipeline	NOUN
ajema-74	49	5	from	from	ADP
ajema-74	49	6	fragile	fragile	ADJ
ajema-74	49	7	,	,	PUNCT
ajema-74	49	8	reactive	reactive	ADJ
ajema-74	49	9	workflows	workflow	NOUN
ajema-74	49	10	into	into	ADP
ajema-74	49	11	predictable	predictable	ADJ
ajema-74	49	12	,	,	PUNCT
ajema-74	49	13	testable	testable	ADJ
ajema-74	49	14	systems	system	NOUN
ajema-74	49	15	.	.	PUNCT
ajema-74	50	1	2	2	X
ajema-74	50	2	.	.	NUM
ajema-74	50	3	types	type	NOUN
ajema-74	50	4	of	of	ADP
ajema-74	50	5	data	datum	NOUN
ajema-74	50	6	tests	test	NOUN
ajema-74	50	7	to	to	PART
ajema-74	50	8	operationalize	operationalize	VERB
ajema-74	50	9	tdd	tdd	NOUN
ajema-74	50	10	in	in	ADP
ajema-74	50	11	data	datum	NOUN
ajema-74	50	12	engineering	engineering	NOUN
ajema-74	50	13	,	,	PUNCT
ajema-74	50	14	a	a	DET
ajema-74	50	15	variety	variety	NOUN
ajema-74	50	16	of	of	ADP
ajema-74	50	17	tests	test	NOUN
ajema-74	50	18	can	can	AUX
ajema-74	50	19	be	be	AUX
ajema-74	50	20	applied	apply	VERB
ajema-74	50	21	across	across	ADP
ajema-74	50	22	the	the	DET
ajema-74	50	23	pipeline	pipeline	NOUN
ajema-74	50	24	:	:	PUNCT
ajema-74	50	25	➢	➢	VERB
ajema-74	50	26	schema	schema	NOUN
ajema-74	50	27	validation	validation	NOUN
ajema-74	50	28	tests	test	NOUN
ajema-74	50	29	:	:	PUNCT
ajema-74	50	30	ensure	ensure	VERB
ajema-74	50	31	that	that	SCONJ
ajema-74	50	32	input	input	NOUN
ajema-74	50	33	data	data	NOUN
ajema-74	50	34	adheres	adhere	NOUN
ajema-74	50	35	to	to	ADP
ajema-74	50	36	expected	expect	VERB
ajema-74	50	37	formats	format	NOUN
ajema-74	50	38	,	,	PUNCT
ajema-74	50	39	column	column	NOUN
ajema-74	50	40	types	type	NOUN
ajema-74	50	41	,	,	PUNCT
ajema-74	50	42	and	and	CCONJ
ajema-74	50	43	constraints	constraint	NOUN
ajema-74	50	44	,	,	PUNCT
ajema-74	50	45	preventing	prevent	VERB
ajema-74	50	46	upstream	upstream	ADJ
ajema-74	50	47	changes	change	NOUN
ajema-74	50	48	from	from	ADP
ajema-74	50	49	silently	silently	ADV
ajema-74	50	50	breaking	break	VERB
ajema-74	50	51	pipelines	pipeline	NOUN
ajema-74	50	52	.	.	PUNCT
ajema-74	51	1	➢	➢	VERB
ajema-74	51	2	transformation	transformation	NOUN
ajema-74	51	3	correctness	correctness	NOUN
ajema-74	51	4	tests	test	NOUN
ajema-74	51	5	:	:	PUNCT
ajema-74	51	6	validate	validate	VERB
ajema-74	51	7	that	that	DET
ajema-74	51	8	business	business	NOUN
ajema-74	51	9	logic	logic	NOUN
ajema-74	51	10	—	—	PUNCT
ajema-74	51	11	such	such	ADJ
ajema-74	51	12	as	as	ADP
ajema-74	51	13	revenue	revenue	NOUN
ajema-74	51	14	calculations	calculation	NOUN
ajema-74	51	15	,	,	PUNCT
ajema-74	51	16	joins	join	VERB
ajema-74	51	17	,	,	PUNCT
ajema-74	51	18	or	or	CCONJ
ajema-74	51	19	aggregations	aggregation	NOUN
ajema-74	51	20	—	—	PUNCT
ajema-74	51	21	produces	produce	VERB
ajema-74	51	22	the	the	DET
ajema-74	51	23	expected	expect	VERB
ajema-74	51	24	outcomes	outcome	NOUN
ajema-74	51	25	against	against	ADP
ajema-74	51	26	defined	define	VERB
ajema-74	51	27	test	test	NOUN
ajema-74	51	28	cases	case	NOUN
ajema-74	51	29	.	.	PUNCT
ajema-74	52	1	➢	➢	PROPN
ajema-74	52	2	data	datum	NOUN
ajema-74	52	3	quality	quality	NOUN
ajema-74	52	4	checks	check	NOUN
ajema-74	52	5	:	:	PUNCT
ajema-74	52	6	enforce	enforce	VERB
ajema-74	52	7	rules	rule	NOUN
ajema-74	52	8	around	around	ADP
ajema-74	52	9	null	null	ADJ
ajema-74	52	10	values	value	NOUN
ajema-74	52	11	,	,	PUNCT
ajema-74	52	12	duplicates	duplicate	NOUN
ajema-74	52	13	,	,	PUNCT
ajema-74	52	14	ranges	range	NOUN
ajema-74	52	15	,	,	PUNCT
ajema-74	52	16	or	or	CCONJ
ajema-74	52	17	referential	referential	ADJ
ajema-74	52	18	integrity	integrity	NOUN
ajema-74	52	19	to	to	PART
ajema-74	52	20	guarantee	guarantee	VERB
ajema-74	52	21	that	that	SCONJ
ajema-74	52	22	the	the	DET
ajema-74	52	23	data	data	NOUN
ajema-74	52	24	is	be	AUX
ajema-74	52	25	both	both	CCONJ
ajema-74	52	26	accurate	accurate	ADJ
ajema-74	52	27	and	and	CCONJ
ajema-74	52	28	trustworthy	trustworthy	ADJ
ajema-74	52	29	.	.	PUNCT
ajema-74	53	1	together	together	ADV
ajema-74	53	2	,	,	PUNCT
ajema-74	53	3	these	these	DET
ajema-74	53	4	tests	test	NOUN
ajema-74	53	5	create	create	VERB
ajema-74	53	6	a	a	DET
ajema-74	53	7	safety	safety	NOUN
ajema-74	53	8	net	net	NOUN
ajema-74	53	9	that	that	PRON
ajema-74	53	10	catches	catch	VERB
ajema-74	53	11	errors	error	NOUN
ajema-74	53	12	before	before	SCONJ
ajema-74	53	13	they	they	PRON
ajema-74	53	14	cascade	cascade	VERB
ajema-74	53	15	downstream	downstream	ADJ
ajema-74	53	16	.	.	PUNCT
ajema-74	54	1	3	3	X
ajema-74	54	2	.	.	X
ajema-74	54	3	benefits	benefit	NOUN
ajema-74	54	4	of	of	ADP
ajema-74	54	5	test	test	NOUN
ajema-74	54	6	-	-	PUNCT
ajema-74	54	7	driven	drive	VERB
ajema-74	54	8	data	datum	NOUN
ajema-74	54	9	engineering	engineering	NOUN
ajema-74	54	10	adopting	adopt	VERB
ajema-74	54	11	tdd	tdd	NOUN
ajema-74	54	12	principles	principle	NOUN
ajema-74	54	13	in	in	ADP
ajema-74	54	14	data	datum	NOUN
ajema-74	54	15	engineering	engineering	NOUN
ajema-74	54	16	yields	yield	VERB
ajema-74	54	17	several	several	ADJ
ajema-74	54	18	enterprise	enterprise	NOUN
ajema-74	54	19	-	-	PUNCT
ajema-74	54	20	level	level	NOUN
ajema-74	54	21	benefits	benefit	NOUN
ajema-74	54	22	:	:	PUNCT
ajema-74	54	23	➢	➢	VERB
ajema-74	54	24	catching	catch	VERB
ajema-74	54	25	issues	issue	NOUN
ajema-74	54	26	early	early	ADV
ajema-74	54	27	:	:	PUNCT
ajema-74	54	28	problems	problem	NOUN
ajema-74	54	29	such	such	ADJ
ajema-74	54	30	as	as	ADP
ajema-74	54	31	schema	schema	NOUN
ajema-74	54	32	drift	drift	NOUN
ajema-74	54	33	or	or	CCONJ
ajema-74	54	34	faulty	faulty	ADJ
ajema-74	54	35	transformations	transformation	NOUN
ajema-74	54	36	are	be	AUX
ajema-74	54	37	detected	detect	VERB
ajema-74	54	38	at	at	ADP
ajema-74	54	39	the	the	DET
ajema-74	54	40	development	development	NOUN
ajema-74	54	41	stage	stage	NOUN
ajema-74	54	42	,	,	PUNCT
ajema-74	54	43	reducing	reduce	VERB
ajema-74	54	44	costly	costly	ADJ
ajema-74	54	45	production	production	NOUN
ajema-74	54	46	failures	failure	NOUN
ajema-74	54	47	.	.	PUNCT
ajema-74	55	1	➢	➢	VERB
ajema-74	55	2	confidence	confidence	NOUN
ajema-74	55	3	in	in	ADP
ajema-74	55	4	continuous	continuous	ADJ
ajema-74	55	5	delivery	delivery	NOUN
ajema-74	55	6	:	:	PUNCT
ajema-74	56	1	automated	automate	VERB
ajema-74	56	2	tests	test	NOUN
ajema-74	56	3	allow	allow	VERB
ajema-74	56	4	pipelines	pipeline	NOUN
ajema-74	56	5	to	to	PART
ajema-74	56	6	be	be	AUX
ajema-74	56	7	deployed	deploy	VERB
ajema-74	56	8	iteratively	iteratively	ADV
ajema-74	56	9	with	with	ADP
ajema-74	56	10	reduced	reduced	ADJ
ajema-74	56	11	risk	risk	NOUN
ajema-74	56	12	,	,	PUNCT
ajema-74	56	13	enabling	enable	VERB
ajema-74	56	14	faster	fast	ADJ
ajema-74	56	15	innovation	innovation	NOUN
ajema-74	56	16	and	and	CCONJ
ajema-74	56	17	shorter	short	ADJ
ajema-74	56	18	release	release	NOUN
ajema-74	56	19	cycles	cycle	NOUN
ajema-74	56	20	.	.	PUNCT
ajema-74	57	1	➢	➢	VERB
ajema-74	57	2	improved	improve	VERB
ajema-74	57	3	trust	trust	NOUN
ajema-74	57	4	and	and	CCONJ
ajema-74	57	5	accountability	accountability	NOUN
ajema-74	57	6	:	:	PUNCT
ajema-74	57	7	stakeholders	stakeholder	NOUN
ajema-74	57	8	can	can	AUX
ajema-74	57	9	rely	rely	VERB
ajema-74	57	10	on	on	ADP
ajema-74	57	11	the	the	DET
ajema-74	57	12	accuracy	accuracy	NOUN
ajema-74	57	13	and	and	CCONJ
ajema-74	57	14	consistency	consistency	NOUN
ajema-74	57	15	of	of	ADP
ajema-74	57	16	data	datum	NOUN
ajema-74	57	17	,	,	PUNCT
ajema-74	57	18	while	while	SCONJ
ajema-74	57	19	engineers	engineer	NOUN
ajema-74	57	20	gain	gain	VERB
ajema-74	57	21	transparency	transparency	NOUN
ajema-74	57	22	into	into	ADP
ajema-74	57	23	pipeline	pipeline	NOUN
ajema-74	57	24	behavior	behavior	NOUN
ajema-74	57	25	.	.	PUNCT
ajema-74	58	1	by	by	ADP
ajema-74	58	2	embedding	embed	VERB
ajema-74	58	3	tdd	tdd	NOUN
ajema-74	58	4	into	into	ADP
ajema-74	58	5	data	datum	NOUN
ajema-74	58	6	engineering	engineering	NOUN
ajema-74	58	7	workflows	workflow	NOUN
ajema-74	58	8	—	—	PUNCT
ajema-74	58	9	particularly	particularly	ADV
ajema-74	58	10	with	with	ADP
ajema-74	58	11	tools	tool	NOUN
ajema-74	58	12	like	like	ADP
ajema-74	58	13	pyspark	pyspark	NOUN
ajema-74	58	14	for	for	ADP
ajema-74	58	15	large	large	ADJ
ajema-74	58	16	-	-	PUNCT
ajema-74	58	17	scale	scale	NOUN
ajema-74	58	18	processing	processing	NOUN
ajema-74	58	19	and	and	CCONJ
ajema-74	58	20	dbt	dbt	NOUN
ajema-74	58	21	for	for	ADP
ajema-74	58	22	transformation	transformation	NOUN
ajema-74	58	23	validation	validation	NOUN
ajema-74	58	24	—	—	PUNCT
ajema-74	58	25	enterprises	enterprise	NOUN
ajema-74	58	26	can	can	AUX
ajema-74	58	27	build	build	VERB
ajema-74	58	28	pipelines	pipeline	NOUN
ajema-74	58	29	that	that	PRON
ajema-74	58	30	are	be	AUX
ajema-74	58	31	not	not	PART
ajema-74	58	32	only	only	ADV
ajema-74	58	33	performant	performant	ADJ
ajema-74	58	34	but	but	CCONJ
ajema-74	58	35	also	also	ADV
ajema-74	58	36	reliable	reliable	ADJ
ajema-74	58	37	,	,	PUNCT
ajema-74	58	38	auditable	auditable	ADJ
ajema-74	58	39	,	,	PUNCT
ajema-74	58	40	and	and	CCONJ
ajema-74	58	41	future	future	ADJ
ajema-74	58	42	-	-	PUNCT
ajema-74	58	43	ready	ready	ADJ
ajema-74	58	44	.	.	PUNCT
ajema-74	59	1	role	role	NOUN
ajema-74	59	2	of	of	ADP
ajema-74	59	3	pyspark	pyspark	NOUN
ajema-74	59	4	in	in	ADP
ajema-74	59	5	test	test	NOUN
ajema-74	59	6	-	-	PUNCT
ajema-74	59	7	driven	drive	VERB
ajema-74	59	8	workflows	workflow	NOUN
ajema-74	59	9	pyspark	pyspark	NOUN
ajema-74	59	10	has	have	AUX
ajema-74	59	11	become	become	VERB
ajema-74	59	12	the	the	DET
ajema-74	59	13	backbone	backbone	NOUN
ajema-74	59	14	of	of	ADP
ajema-74	59	15	large	large	ADJ
ajema-74	59	16	-	-	PUNCT
ajema-74	59	17	scale	scale	NOUN
ajema-74	59	18	data	datum	NOUN
ajema-74	59	19	engineering	engineering	NOUN
ajema-74	59	20	,	,	PUNCT
ajema-74	59	21	enabling	enable	VERB
ajema-74	59	22	distributed	distribute	VERB
ajema-74	59	23	processing	processing	NOUN
ajema-74	59	24	of	of	ADP
ajema-74	59	25	massive	massive	ADJ
ajema-74	59	26	datasets	dataset	NOUN
ajema-74	59	27	across	across	ADP
ajema-74	59	28	clusters	cluster	NOUN
ajema-74	59	29	.	.	PUNCT
ajema-74	60	1	within	within	ADP
ajema-74	60	2	a	a	DET
ajema-74	60	3	test	test	NOUN
ajema-74	60	4	-	-	PUNCT
ajema-74	60	5	driven	drive	VERB
ajema-74	60	6	paradigm	paradigm	NOUN
ajema-74	60	7	,	,	PUNCT
ajema-74	60	8	pyspark	pyspark	NOUN
ajema-74	60	9	plays	play	VERB
ajema-74	60	10	a	a	DET
ajema-74	60	11	critical	critical	ADJ
ajema-74	60	12	role	role	NOUN
ajema-74	60	13	by	by	ADP
ajema-74	60	14	providing	provide	VERB
ajema-74	60	15	the	the	DET
ajema-74	60	16	execution	execution	NOUN
ajema-74	60	17	engine	engine	NOUN
ajema-74	60	18	for	for	ADP
ajema-74	60	19	transformations	transformation	NOUN
ajema-74	60	20	while	while	SCONJ
ajema-74	60	21	also	also	ADV
ajema-74	60	22	offering	offer	VERB
ajema-74	60	23	flexibility	flexibility	NOUN
ajema-74	60	24	for	for	ADP
ajema-74	60	25	testing	testing	NOUN
ajema-74	60	26	at	at	ADP
ajema-74	60	27	scale	scale	NOUN
ajema-74	60	28	.	.	PUNCT
ajema-74	61	1	one	one	NUM
ajema-74	61	2	of	of	ADP
ajema-74	61	3	the	the	DET
ajema-74	61	4	key	key	ADJ
ajema-74	61	5	practices	practice	NOUN
ajema-74	61	6	is	be	AUX
ajema-74	61	7	writing	write	VERB
ajema-74	61	8	unit	unit	NOUN
ajema-74	61	9	tests	test	NOUN
ajema-74	61	10	for	for	ADP
ajema-74	61	11	spark	spark	NOUN
ajema-74	61	12	transformations	transformation	NOUN
ajema-74	61	13	using	use	VERB
ajema-74	61	14	lightweight	lightweight	NOUN
ajema-74	61	15	,	,	PUNCT
ajema-74	61	16	inmemory	inmemory	ADJ
ajema-74	61	17	datasets	dataset	NOUN
ajema-74	61	18	.	.	PUNCT
ajema-74	62	1	by	by	ADP
ajema-74	62	2	simulating	simulate	VERB
ajema-74	62	3	input	input	NOUN
ajema-74	62	4	and	and	CCONJ
ajema-74	62	5	output	output	NOUN
ajema-74	62	6	scenarios	scenario	NOUN
ajema-74	62	7	,	,	PUNCT
ajema-74	62	8	engineers	engineer	NOUN
ajema-74	62	9	can	can	AUX
ajema-74	62	10	validate	validate	VERB
ajema-74	62	11	the	the	DET
ajema-74	62	12	correctness	correctness	NOUN
ajema-74	62	13	of	of	ADP
ajema-74	62	14	joins	join	NOUN
ajema-74	62	15	,	,	PUNCT
ajema-74	62	16	aggregations	aggregation	NOUN
ajema-74	62	17	,	,	PUNCT
ajema-74	62	18	and	and	CCONJ
ajema-74	62	19	business	business	NOUN
ajema-74	62	20	rules	rule	NOUN
ajema-74	62	21	without	without	ADP
ajema-74	62	22	running	run	VERB
ajema-74	62	23	full	full	ADJ
ajema-74	62	24	-	-	PUNCT
ajema-74	62	25	scale	scale	NOUN
ajema-74	62	26	jobs	job	NOUN
ajema-74	62	27	.	.	PUNCT
ajema-74	63	1	this	this	DET
ajema-74	63	2	approach	approach	NOUN
ajema-74	63	3	ensures	ensure	VERB
ajema-74	63	4	that	that	SCONJ
ajema-74	63	5	logic	logic	NOUN
ajema-74	63	6	is	be	AUX
ajema-74	63	7	sound	sound	ADJ
ajema-74	63	8	before	before	SCONJ
ajema-74	63	9	it	it	PRON
ajema-74	63	10	touches	touch	VERB
ajema-74	63	11	production	production	NOUN
ajema-74	63	12	-	-	PUNCT
ajema-74	63	13	scale	scale	NOUN
ajema-74	63	14	data	datum	NOUN
ajema-74	63	15	.	.	PUNCT
ajema-74	64	1	furthermore	furthermore	ADV
ajema-74	64	2	,	,	PUNCT
ajema-74	64	3	pyspark	pyspark	NOUN
ajema-74	64	4	allows	allow	VERB
ajema-74	64	5	engineers	engineer	NOUN
ajema-74	64	6	to	to	PART
ajema-74	64	7	mock	mock	VERB
ajema-74	64	8	external	external	ADJ
ajema-74	64	9	data	datum	NOUN
ajema-74	64	10	sources	source	NOUN
ajema-74	64	11	and	and	CCONJ
ajema-74	64	12	edge	edge	NOUN
ajema-74	64	13	cases	case	NOUN
ajema-74	64	14	—	—	PUNCT
ajema-74	64	15	such	such	ADJ
ajema-74	64	16	as	as	ADP
ajema-74	64	17	missing	miss	VERB
ajema-74	64	18	fields	field	NOUN
ajema-74	64	19	,	,	PUNCT
ajema-74	64	20	malformed	malformed	ADJ
ajema-74	64	21	records	record	NOUN
ajema-74	64	22	,	,	PUNCT
ajema-74	64	23	or	or	CCONJ
ajema-74	64	24	skewed	skewed	ADJ
ajema-74	64	25	distributions	distribution	NOUN
ajema-74	64	26	—	—	PUNCT
ajema-74	64	27	ensuring	ensure	VERB
ajema-74	64	28	pipelines	pipeline	NOUN
ajema-74	64	29	remain	remain	VERB
ajema-74	64	30	resilient	resilient	ADJ
ajema-74	64	31	under	under	ADP
ajema-74	64	32	real	real	ADJ
ajema-74	64	33	-	-	PUNCT
ajema-74	64	34	world	world	NOUN
ajema-74	64	35	conditions	condition	NOUN
ajema-74	64	36	.	.	PUNCT
ajema-74	65	1	by	by	ADP
ajema-74	65	2	combining	combine	VERB
ajema-74	65	3	distributed	distribute	VERB
ajema-74	65	4	scalability	scalability	NOUN
ajema-74	65	5	with	with	ADP
ajema-74	65	6	localized	localized	ADJ
ajema-74	65	7	testing	testing	NOUN
ajema-74	65	8	,	,	PUNCT
ajema-74	65	9	pyspark	pyspark	NOUN
ajema-74	65	10	enables	enable	VERB
ajema-74	65	11	enterprises	enterprise	NOUN
ajema-74	65	12	to	to	PART
ajema-74	65	13	embed	embed	VERB
ajema-74	65	14	reliability	reliability	NOUN
ajema-74	65	15	directly	directly	ADV
ajema-74	65	16	into	into	ADP
ajema-74	65	17	their	their	PRON
ajema-74	65	18	data	datum	NOUN
ajema-74	65	19	transformation	transformation	NOUN
ajema-74	65	20	layer	layer	NOUN
ajema-74	65	21	.	.	PUNCT
ajema-74	66	1	24	24	NUM
ajema-74	66	2	journal	journal	NOUN
ajema-74	66	3	of	of	ADP
ajema-74	66	4	engineering	engineering	NOUN
ajema-74	66	5	,	,	PUNCT
ajema-74	66	6	mechanics	mechanic	NOUN
ajema-74	66	7	and	and	CCONJ
ajema-74	66	8	architecture	architecture	NOUN
ajema-74	66	9	www	www	NOUN
ajema-74	66	10	.	.	PUNCT
ajema-74	67	1	grnjournal.us	grnjournal.us	X
ajema-74	67	2	role	role	NOUN
ajema-74	67	3	of	of	ADP
ajema-74	67	4	dbt	dbt	PROPN
ajema-74	67	5	in	in	ADP
ajema-74	67	6	test	test	NOUN
ajema-74	67	7	-	-	PUNCT
ajema-74	67	8	driven	drive	VERB
ajema-74	67	9	data	datum	NOUN
ajema-74	67	10	modeling	modeling	NOUN
ajema-74	67	11	while	while	SCONJ
ajema-74	67	12	pyspark	pyspark	NOUN
ajema-74	67	13	addresses	address	VERB
ajema-74	67	14	large	large	ADJ
ajema-74	67	15	-	-	PUNCT
ajema-74	67	16	scale	scale	NOUN
ajema-74	67	17	computation	computation	NOUN
ajema-74	67	18	,	,	PUNCT
ajema-74	67	19	dbt	dbt	PROPN
ajema-74	67	20	(	(	PUNCT
ajema-74	67	21	data	datum	NOUN
ajema-74	67	22	build	build	VERB
ajema-74	67	23	tool	tool	NOUN
ajema-74	67	24	)	)	PUNCT
ajema-74	67	25	acts	act	VERB
ajema-74	67	26	as	as	ADP
ajema-74	67	27	the	the	DET
ajema-74	67	28	semantic	semantic	ADJ
ajema-74	67	29	and	and	CCONJ
ajema-74	67	30	transformation	transformation	NOUN
ajema-74	67	31	layer	layer	NOUN
ajema-74	67	32	that	that	PRON
ajema-74	67	33	enforces	enforce	VERB
ajema-74	67	34	structure	structure	NOUN
ajema-74	67	35	,	,	PUNCT
ajema-74	67	36	consistency	consistency	NOUN
ajema-74	67	37	,	,	PUNCT
ajema-74	67	38	and	and	CCONJ
ajema-74	67	39	governance	governance	NOUN
ajema-74	67	40	in	in	ADP
ajema-74	67	41	enterprise	enterprise	NOUN
ajema-74	67	42	data	datum	NOUN
ajema-74	67	43	pipelines	pipeline	NOUN
ajema-74	67	44	.	.	PUNCT
ajema-74	68	1	dbt	dbt	PROPN
ajema-74	68	2	enables	enable	VERB
ajema-74	68	3	engineers	engineer	NOUN
ajema-74	68	4	to	to	PART
ajema-74	68	5	define	define	VERB
ajema-74	68	6	transformations	transformation	NOUN
ajema-74	68	7	in	in	ADP
ajema-74	68	8	sql	sql	NOUN
ajema-74	68	9	while	while	SCONJ
ajema-74	68	10	managing	manage	VERB
ajema-74	68	11	dependencies	dependency	NOUN
ajema-74	68	12	,	,	PUNCT
ajema-74	68	13	documentation	documentation	NOUN
ajema-74	68	14	,	,	PUNCT
ajema-74	68	15	and	and	CCONJ
ajema-74	68	16	testing	testing	NOUN
ajema-74	68	17	in	in	ADP
ajema-74	68	18	a	a	DET
ajema-74	68	19	transparent	transparent	ADJ
ajema-74	68	20	and	and	CCONJ
ajema-74	68	21	reproducible	reproducible	ADJ
ajema-74	68	22	way	way	NOUN
ajema-74	68	23	.	.	PUNCT
ajema-74	69	1	its	its	PRON
ajema-74	69	2	built	build	VERB
ajema-74	69	3	-	-	PUNCT
ajema-74	69	4	in	in	ADP
ajema-74	69	5	testing	testing	NOUN
ajema-74	69	6	framework	framework	NOUN
ajema-74	69	7	provides	provide	VERB
ajema-74	69	8	out	out	ADV
ajema-74	69	9	-	-	PUNCT
ajema-74	69	10	of	of	ADP
ajema-74	69	11	-	-	PUNCT
ajema-74	69	12	the	the	DET
ajema-74	69	13	-	-	PUNCT
ajema-74	69	14	box	box	NOUN
ajema-74	69	15	capabilities	capability	NOUN
ajema-74	69	16	for	for	ADP
ajema-74	69	17	schema	schema	NOUN
ajema-74	69	18	validation	validation	NOUN
ajema-74	69	19	(	(	PUNCT
ajema-74	69	20	e.g.	e.g.	ADV
ajema-74	69	21	,	,	PUNCT
ajema-74	69	22	column	column	NOUN
ajema-74	69	23	types	type	NOUN
ajema-74	69	24	,	,	PUNCT
ajema-74	69	25	primary	primary	ADJ
ajema-74	69	26	keys	key	NOUN
ajema-74	69	27	)	)	PUNCT
ajema-74	69	28	and	and	CCONJ
ajema-74	69	29	data	datum	NOUN
ajema-74	69	30	quality	quality	NOUN
ajema-74	69	31	checks	check	NOUN
ajema-74	69	32	(	(	PUNCT
ajema-74	69	33	e.g.	e.g.	ADV
ajema-74	69	34	,	,	PUNCT
ajema-74	69	35	uniqueness	uniqueness	NOUN
ajema-74	69	36	,	,	PUNCT
ajema-74	69	37	non	non	ADJ
ajema-74	69	38	-	-	ADJ
ajema-74	69	39	null	null	ADJ
ajema-74	69	40	constraints	constraint	NOUN
ajema-74	69	41	)	)	PUNCT
ajema-74	69	42	.	.	PUNCT
ajema-74	70	1	for	for	ADP
ajema-74	70	2	enterprises	enterprise	NOUN
ajema-74	70	3	with	with	ADP
ajema-74	70	4	specialized	specialized	ADJ
ajema-74	70	5	needs	need	NOUN
ajema-74	70	6	,	,	PUNCT
ajema-74	70	7	dbt	dbt	PROPN
ajema-74	70	8	also	also	ADV
ajema-74	70	9	supports	support	VERB
ajema-74	70	10	custom	custom	NOUN
ajema-74	70	11	test	test	NOUN
ajema-74	70	12	development	development	NOUN
ajema-74	70	13	,	,	PUNCT
ajema-74	70	14	allowing	allow	VERB
ajema-74	70	15	teams	team	NOUN
ajema-74	70	16	to	to	PART
ajema-74	70	17	encode	encode	VERB
ajema-74	70	18	business	business	NOUN
ajema-74	70	19	-	-	PUNCT
ajema-74	70	20	specific	specific	ADJ
ajema-74	70	21	rules	rule	NOUN
ajema-74	70	22	such	such	ADJ
ajema-74	70	23	as	as	ADP
ajema-74	70	24	“	"	PUNCT
ajema-74	70	25	revenue	revenue	NOUN
ajema-74	70	26	must	must	AUX
ajema-74	70	27	always	always	ADV
ajema-74	70	28	reconcile	reconcile	VERB
ajema-74	70	29	with	with	ADP
ajema-74	70	30	general	general	ADJ
ajema-74	70	31	ledger	ledger	NOUN
ajema-74	70	32	totals	total	NOUN
ajema-74	70	33	”	"	PUNCT
ajema-74	70	34	or	or	CCONJ
ajema-74	70	35	“	"	PUNCT
ajema-74	70	36	inactive	inactive	ADJ
ajema-74	70	37	customers	customer	NOUN
ajema-74	70	38	can	can	AUX
ajema-74	70	39	not	not	PART
ajema-74	70	40	generate	generate	VERB
ajema-74	70	41	new	new	ADJ
ajema-74	70	42	orders	order	NOUN
ajema-74	70	43	.	.	PUNCT
ajema-74	70	44	”	"	PUNCT
ajema-74	71	1	beyond	beyond	ADP
ajema-74	71	2	testing	testing	NOUN
ajema-74	71	3	,	,	PUNCT
ajema-74	71	4	dbt	dbt	PROPN
ajema-74	71	5	integrates	integrate	NOUN
ajema-74	71	6	seamlessly	seamlessly	ADV
ajema-74	71	7	with	with	ADP
ajema-74	71	8	version	version	NOUN
ajema-74	71	9	control	control	NOUN
ajema-74	71	10	systems	system	NOUN
ajema-74	71	11	and	and	CCONJ
ajema-74	71	12	ci	ci	NOUN
ajema-74	71	13	/	/	SYM
ajema-74	71	14	cd	cd	NOUN
ajema-74	71	15	pipelines	pipeline	NOUN
ajema-74	71	16	,	,	PUNCT
ajema-74	71	17	enabling	enable	VERB
ajema-74	71	18	continuous	continuous	ADJ
ajema-74	71	19	validation	validation	NOUN
ajema-74	71	20	of	of	ADP
ajema-74	71	21	transformations	transformation	NOUN
ajema-74	71	22	before	before	ADP
ajema-74	71	23	deployment	deployment	NOUN
ajema-74	71	24	.	.	PUNCT
ajema-74	72	1	each	each	DET
ajema-74	72	2	change	change	NOUN
ajema-74	72	3	to	to	ADP
ajema-74	72	4	a	a	DET
ajema-74	72	5	model	model	NOUN
ajema-74	72	6	can	can	AUX
ajema-74	72	7	trigger	trigger	VERB
ajema-74	72	8	automated	automate	VERB
ajema-74	72	9	test	test	NOUN
ajema-74	72	10	runs	run	NOUN
ajema-74	72	11	,	,	PUNCT
ajema-74	72	12	ensuring	ensure	VERB
ajema-74	72	13	that	that	SCONJ
ajema-74	72	14	regressions	regression	NOUN
ajema-74	72	15	are	be	AUX
ajema-74	72	16	caught	catch	VERB
ajema-74	72	17	early	early	ADV
ajema-74	72	18	and	and	CCONJ
ajema-74	72	19	that	that	SCONJ
ajema-74	72	20	data	datum	NOUN
ajema-74	72	21	products	product	NOUN
ajema-74	72	22	remain	remain	VERB
ajema-74	72	23	trustworthy	trustworthy	ADJ
ajema-74	72	24	as	as	SCONJ
ajema-74	72	25	they	they	PRON
ajema-74	72	26	evolve	evolve	VERB
ajema-74	72	27	.	.	PUNCT
ajema-74	73	1	together	together	ADV
ajema-74	73	2	,	,	PUNCT
ajema-74	73	3	pyspark	pyspark	NOUN
ajema-74	73	4	and	and	CCONJ
ajema-74	73	5	dbt	dbt	PROPN
ajema-74	73	6	form	form	VERB
ajema-74	73	7	a	a	DET
ajema-74	73	8	powerful	powerful	ADJ
ajema-74	73	9	ecosystem	ecosystem	NOUN
ajema-74	73	10	for	for	ADP
ajema-74	73	11	test	test	NOUN
ajema-74	73	12	-	-	PUNCT
ajema-74	73	13	driven	drive	VERB
ajema-74	73	14	data	datum	NOUN
ajema-74	73	15	engineering	engineering	NOUN
ajema-74	73	16	.	.	PUNCT
ajema-74	74	1	pyspark	pyspark	NOUN
ajema-74	74	2	ensures	ensure	VERB
ajema-74	74	3	scalability	scalability	NOUN
ajema-74	74	4	and	and	CCONJ
ajema-74	74	5	transformation	transformation	NOUN
ajema-74	74	6	correctness	correctness	NOUN
ajema-74	74	7	at	at	ADP
ajema-74	74	8	the	the	DET
ajema-74	74	9	processing	processing	NOUN
ajema-74	74	10	layer	layer	NOUN
ajema-74	74	11	,	,	PUNCT
ajema-74	74	12	while	while	SCONJ
ajema-74	74	13	dbt	dbt	PROPN
ajema-74	74	14	enforces	enforce	VERB
ajema-74	74	15	semantic	semantic	ADJ
ajema-74	74	16	consistency	consistency	NOUN
ajema-74	74	17	,	,	PUNCT
ajema-74	74	18	governance	governance	NOUN
ajema-74	74	19	,	,	PUNCT
ajema-74	74	20	and	and	CCONJ
ajema-74	74	21	quality	quality	NOUN
ajema-74	74	22	at	at	ADP
ajema-74	74	23	the	the	DET
ajema-74	74	24	modeling	modeling	NOUN
ajema-74	74	25	layer	layer	NOUN
ajema-74	74	26	.	.	PUNCT
ajema-74	75	1	by	by	ADP
ajema-74	75	2	combining	combine	VERB
ajema-74	75	3	these	these	DET
ajema-74	75	4	tools	tool	NOUN
ajema-74	75	5	,	,	PUNCT
ajema-74	75	6	enterprises	enterprise	NOUN
ajema-74	75	7	can	can	AUX
ajema-74	75	8	build	build	VERB
ajema-74	75	9	pipelines	pipeline	NOUN
ajema-74	75	10	that	that	PRON
ajema-74	75	11	are	be	AUX
ajema-74	75	12	not	not	PART
ajema-74	75	13	only	only	ADV
ajema-74	75	14	performant	performant	ADJ
ajema-74	75	15	but	but	CCONJ
ajema-74	75	16	also	also	ADV
ajema-74	75	17	auditable	auditable	ADJ
ajema-74	75	18	,	,	PUNCT
ajema-74	75	19	maintainable	maintainable	ADJ
ajema-74	75	20	,	,	PUNCT
ajema-74	75	21	and	and	CCONJ
ajema-74	75	22	ready	ready	ADJ
ajema-74	75	23	for	for	ADP
ajema-74	75	24	continuous	continuous	ADJ
ajema-74	75	25	delivery	delivery	NOUN
ajema-74	75	26	in	in	ADP
ajema-74	75	27	complex	complex	ADJ
ajema-74	75	28	data	datum	NOUN
ajema-74	75	29	environments	environment	NOUN
ajema-74	75	30	.	.	PUNCT
ajema-74	76	1	integrating	integrate	VERB
ajema-74	76	2	pyspark	pyspark	NOUN
ajema-74	76	3	and	and	CCONJ
ajema-74	76	4	dbt	dbt	PROPN
ajema-74	76	5	in	in	ADP
ajema-74	76	6	enterprise	enterprise	NOUN
ajema-74	76	7	architectures	architecture	NOUN
ajema-74	76	8	bringing	bring	VERB
ajema-74	76	9	test	test	NOUN
ajema-74	76	10	-	-	PUNCT
ajema-74	76	11	driven	drive	VERB
ajema-74	76	12	principles	principle	NOUN
ajema-74	76	13	into	into	ADP
ajema-74	76	14	enterprise	enterprise	NOUN
ajema-74	76	15	-	-	PUNCT
ajema-74	76	16	scale	scale	NOUN
ajema-74	76	17	data	datum	NOUN
ajema-74	76	18	pipelines	pipeline	NOUN
ajema-74	76	19	requires	require	VERB
ajema-74	76	20	the	the	DET
ajema-74	76	21	right	right	ADJ
ajema-74	76	22	blend	blend	NOUN
ajema-74	76	23	of	of	ADP
ajema-74	76	24	technologies	technology	NOUN
ajema-74	76	25	.	.	PUNCT
ajema-74	77	1	pyspark	pyspark	NOUN
ajema-74	77	2	and	and	CCONJ
ajema-74	77	3	dbt	dbt	PROPN
ajema-74	77	4	(	(	PUNCT
ajema-74	77	5	data	datum	NOUN
ajema-74	77	6	build	build	VERB
ajema-74	77	7	tool	tool	NOUN
ajema-74	77	8	)	)	PUNCT
ajema-74	77	9	complement	complement	VERB
ajema-74	77	10	each	each	DET
ajema-74	77	11	other	other	ADJ
ajema-74	77	12	by	by	ADP
ajema-74	77	13	addressing	address	VERB
ajema-74	77	14	different	different	ADJ
ajema-74	77	15	layers	layer	NOUN
ajema-74	77	16	of	of	ADP
ajema-74	77	17	the	the	DET
ajema-74	77	18	data	datum	NOUN
ajema-74	77	19	lifecycle	lifecycle	NOUN
ajema-74	77	20	—	—	PUNCT
ajema-74	77	21	pyspark	pyspark	NOUN
ajema-74	77	22	excels	excel	VERB
ajema-74	77	23	at	at	ADP
ajema-74	77	24	distributed	distribute	VERB
ajema-74	77	25	computation	computation	NOUN
ajema-74	77	26	and	and	CCONJ
ajema-74	77	27	heavy	heavy	ADJ
ajema-74	77	28	lifting	lifting	NOUN
ajema-74	77	29	of	of	ADP
ajema-74	77	30	raw	raw	ADJ
ajema-74	77	31	data	datum	NOUN
ajema-74	77	32	,	,	PUNCT
ajema-74	77	33	while	while	SCONJ
ajema-74	77	34	dbt	dbt	PROPN
ajema-74	77	35	specializes	specialize	VERB
ajema-74	77	36	in	in	ADP
ajema-74	77	37	semantic	semantic	ADJ
ajema-74	77	38	transformations	transformation	NOUN
ajema-74	77	39	,	,	PUNCT
ajema-74	77	40	governance	governance	NOUN
ajema-74	77	41	,	,	PUNCT
ajema-74	77	42	and	and	CCONJ
ajema-74	77	43	testing	testing	NOUN
ajema-74	77	44	.	.	PUNCT
ajema-74	78	1	together	together	ADV
ajema-74	78	2	,	,	PUNCT
ajema-74	78	3	they	they	PRON
ajema-74	78	4	provide	provide	VERB
ajema-74	78	5	a	a	DET
ajema-74	78	6	robust	robust	ADJ
ajema-74	78	7	foundation	foundation	NOUN
ajema-74	78	8	for	for	ADP
ajema-74	78	9	test	test	NOUN
ajema-74	78	10	-	-	PUNCT
ajema-74	78	11	driven	drive	VERB
ajema-74	78	12	data	datum	NOUN
ajema-74	78	13	engineering	engineering	NOUN
ajema-74	78	14	.	.	PUNCT
ajema-74	79	1	1	1	X
ajema-74	79	2	.	.	X
ajema-74	79	3	orchestrating	orchestrate	VERB
ajema-74	79	4	pyspark	pyspark	NOUN
ajema-74	79	5	jobs	job	NOUN
ajema-74	79	6	for	for	ADP
ajema-74	79	7	raw	raw	ADJ
ajema-74	79	8	-	-	PUNCT
ajema-74	79	9	to	to	ADP
ajema-74	79	10	-	-	PUNCT
ajema-74	79	11	curated	curate	VERB
ajema-74	79	12	transformations	transformation	NOUN
ajema-74	79	13	pyspark	pyspark	NOUN
ajema-74	79	14	is	be	AUX
ajema-74	79	15	often	often	ADV
ajema-74	79	16	the	the	DET
ajema-74	79	17	first	first	ADJ
ajema-74	79	18	layer	layer	NOUN
ajema-74	79	19	in	in	ADP
ajema-74	79	20	enterprise	enterprise	NOUN
ajema-74	79	21	data	datum	NOUN
ajema-74	79	22	pipelines	pipeline	NOUN
ajema-74	79	23	,	,	PUNCT
ajema-74	79	24	responsible	responsible	ADJ
ajema-74	79	25	for	for	ADP
ajema-74	79	26	ingesting	ingest	VERB
ajema-74	79	27	raw	raw	ADJ
ajema-74	79	28	data	datum	NOUN
ajema-74	79	29	from	from	ADP
ajema-74	79	30	distributed	distribute	VERB
ajema-74	79	31	sources	source	NOUN
ajema-74	79	32	and	and	CCONJ
ajema-74	79	33	applying	apply	VERB
ajema-74	79	34	large	large	ADJ
ajema-74	79	35	-	-	PUNCT
ajema-74	79	36	scale	scale	NOUN
ajema-74	79	37	transformations	transformation	NOUN
ajema-74	79	38	such	such	ADJ
ajema-74	79	39	as	as	ADP
ajema-74	79	40	joins	join	NOUN
ajema-74	79	41	,	,	PUNCT
ajema-74	79	42	enrichments	enrichment	NOUN
ajema-74	79	43	,	,	PUNCT
ajema-74	79	44	or	or	CCONJ
ajema-74	79	45	data	datum	NOUN
ajema-74	79	46	standardization	standardization	NOUN
ajema-74	79	47	.	.	PUNCT
ajema-74	80	1	these	these	DET
ajema-74	80	2	curated	curate	VERB
ajema-74	80	3	datasets	dataset	NOUN
ajema-74	80	4	serve	serve	VERB
ajema-74	80	5	as	as	ADP
ajema-74	80	6	the	the	DET
ajema-74	80	7	foundation	foundation	NOUN
ajema-74	80	8	for	for	ADP
ajema-74	80	9	higher	high	ADJ
ajema-74	80	10	-	-	PUNCT
ajema-74	80	11	level	level	NOUN
ajema-74	80	12	business	business	NOUN
ajema-74	80	13	modeling	modeling	NOUN
ajema-74	80	14	.	.	PUNCT
ajema-74	81	1	embedding	embed	VERB
ajema-74	81	2	unit	unit	NOUN
ajema-74	81	3	tests	test	NOUN
ajema-74	81	4	into	into	ADP
ajema-74	81	5	pyspark	pyspark	NOUN
ajema-74	81	6	workflows	workflow	NOUN
ajema-74	81	7	ensures	ensure	VERB
ajema-74	81	8	that	that	SCONJ
ajema-74	81	9	assumptions	assumption	NOUN
ajema-74	81	10	about	about	ADP
ajema-74	81	11	schema	schema	NOUN
ajema-74	81	12	integrity	integrity	NOUN
ajema-74	81	13	,	,	PUNCT
ajema-74	81	14	null	null	ADJ
ajema-74	81	15	handling	handling	NOUN
ajema-74	81	16	,	,	PUNCT
ajema-74	81	17	and	and	CCONJ
ajema-74	81	18	data	datum	NOUN
ajema-74	81	19	consistency	consistency	NOUN
ajema-74	81	20	are	be	AUX
ajema-74	81	21	validated	validate	VERB
ajema-74	81	22	before	before	SCONJ
ajema-74	81	23	data	datum	NOUN
ajema-74	81	24	moves	move	NOUN
ajema-74	81	25	downstream	downstream	ADJ
ajema-74	81	26	.	.	PUNCT
ajema-74	82	1	2	2	X
ajema-74	82	2	.	.	X
ajema-74	82	3	layering	layer	VERB
ajema-74	82	4	dbt	dbt	PROPN
ajema-74	82	5	models	model	NOUN
ajema-74	82	6	for	for	ADP
ajema-74	82	7	business	business	NOUN
ajema-74	82	8	logic	logic	NOUN
ajema-74	82	9	and	and	CCONJ
ajema-74	82	10	governance	governance	NOUN
ajema-74	82	11	once	once	SCONJ
ajema-74	82	12	raw	raw	ADJ
ajema-74	82	13	data	datum	NOUN
ajema-74	82	14	is	be	AUX
ajema-74	82	15	curated	curate	VERB
ajema-74	82	16	,	,	PUNCT
ajema-74	82	17	dbt	dbt	PROPN
ajema-74	82	18	provides	provide	VERB
ajema-74	82	19	a	a	DET
ajema-74	82	20	structured	structured	ADJ
ajema-74	82	21	framework	framework	NOUN
ajema-74	82	22	for	for	ADP
ajema-74	82	23	applying	apply	VERB
ajema-74	82	24	business	business	NOUN
ajema-74	82	25	logic	logic	NOUN
ajema-74	82	26	,	,	PUNCT
ajema-74	82	27	defining	define	VERB
ajema-74	82	28	kpis	kpis	PROPN
ajema-74	82	29	,	,	PUNCT
ajema-74	82	30	and	and	CCONJ
ajema-74	82	31	managing	manage	VERB
ajema-74	82	32	dependencies	dependency	NOUN
ajema-74	82	33	between	between	ADP
ajema-74	82	34	models	model	NOUN
ajema-74	82	35	.	.	PUNCT
ajema-74	83	1	dbt	dbt	PROPN
ajema-74	83	2	’s	’s	PART
ajema-74	83	3	declarative	declarative	ADJ
ajema-74	83	4	approach	approach	NOUN
ajema-74	83	5	enforces	enforce	VERB
ajema-74	83	6	consistency	consistency	NOUN
ajema-74	83	7	while	while	SCONJ
ajema-74	83	8	its	its	PRON
ajema-74	83	9	built	build	VERB
ajema-74	83	10	-	-	PUNCT
ajema-74	83	11	in	in	ADP
ajema-74	83	12	testing	testing	NOUN
ajema-74	83	13	features	feature	VERB
ajema-74	83	14	validate	validate	VERB
ajema-74	83	15	referential	referential	ADJ
ajema-74	83	16	integrity	integrity	NOUN
ajema-74	83	17	,	,	PUNCT
ajema-74	83	18	uniqueness	uniqueness	NOUN
ajema-74	83	19	,	,	PUNCT
ajema-74	83	20	and	and	CCONJ
ajema-74	83	21	accepted	accept	VERB
ajema-74	83	22	values	value	NOUN
ajema-74	83	23	.	.	PUNCT
ajema-74	84	1	by	by	ADP
ajema-74	84	2	layering	layer	VERB
ajema-74	84	3	dbt	dbt	PROPN
ajema-74	84	4	models	model	NOUN
ajema-74	84	5	on	on	ADP
ajema-74	84	6	top	top	NOUN
ajema-74	84	7	of	of	ADP
ajema-74	84	8	pyspark	pyspark	NOUN
ajema-74	84	9	outputs	output	NOUN
ajema-74	84	10	,	,	PUNCT
ajema-74	84	11	enterprises	enterprise	NOUN
ajema-74	84	12	achieve	achieve	VERB
ajema-74	84	13	a	a	DET
ajema-74	84	14	clear	clear	ADJ
ajema-74	84	15	separation	separation	NOUN
ajema-74	84	16	between	between	ADP
ajema-74	84	17	heavy	heavy	ADJ
ajema-74	84	18	data	datum	NOUN
ajema-74	84	19	processing	processing	NOUN
ajema-74	84	20	and	and	CCONJ
ajema-74	84	21	business	business	NOUN
ajema-74	84	22	-	-	PUNCT
ajema-74	84	23	facing	face	VERB
ajema-74	84	24	logic	logic	NOUN
ajema-74	84	25	,	,	PUNCT
ajema-74	84	26	enabling	enable	VERB
ajema-74	84	27	better	well	ADJ
ajema-74	84	28	governance	governance	NOUN
ajema-74	84	29	and	and	CCONJ
ajema-74	84	30	maintainability	maintainability	NOUN
ajema-74	84	31	.	.	PUNCT
ajema-74	85	1	3	3	X
ajema-74	85	2	.	.	NOUN
ajema-74	85	3	end	end	NOUN
ajema-74	85	4	-	-	PUNCT
ajema-74	85	5	to	to	ADP
ajema-74	85	6	-	-	PUNCT
ajema-74	85	7	end	end	NOUN
ajema-74	85	8	testing	testing	NOUN
ajema-74	85	9	:	:	PUNCT
ajema-74	85	10	from	from	ADP
ajema-74	85	11	raw	raw	ADJ
ajema-74	85	12	ingestion	ingestion	NOUN
ajema-74	85	13	to	to	ADP
ajema-74	85	14	analytics	analytic	NOUN
ajema-74	85	15	-	-	PUNCT
ajema-74	85	16	ready	ready	ADJ
ajema-74	85	17	datasets	dataset	NOUN
ajema-74	85	18	test	test	NOUN
ajema-74	85	19	-	-	PUNCT
ajema-74	85	20	driven	drive	VERB
ajema-74	85	21	data	datum	NOUN
ajema-74	85	22	engineering	engineering	NOUN
ajema-74	85	23	comes	come	VERB
ajema-74	85	24	to	to	ADP
ajema-74	85	25	life	life	NOUN
ajema-74	85	26	when	when	SCONJ
ajema-74	85	27	tests	test	NOUN
ajema-74	85	28	span	span	VERB
ajema-74	85	29	the	the	DET
ajema-74	85	30	entire	entire	ADJ
ajema-74	85	31	pipeline	pipeline	NOUN
ajema-74	85	32	,	,	PUNCT
ajema-74	85	33	from	from	ADP
ajema-74	85	34	ingestion	ingestion	NOUN
ajema-74	85	35	to	to	ADP
ajema-74	85	36	consumption	consumption	NOUN
ajema-74	85	37	.	.	PUNCT
ajema-74	86	1	pyspark	pyspark	NOUN
ajema-74	86	2	unit	unit	NOUN
ajema-74	86	3	tests	test	VERB
ajema-74	86	4	validate	validate	VERB
ajema-74	86	5	raw	raw	ADJ
ajema-74	86	6	-	-	PUNCT
ajema-74	86	7	to	to	ADP
ajema-74	86	8	-	-	PUNCT
ajema-74	86	9	curated	curate	VERB
ajema-74	86	10	data	datum	NOUN
ajema-74	86	11	transformations	transformation	NOUN
ajema-74	86	12	,	,	PUNCT
ajema-74	86	13	while	while	SCONJ
ajema-74	86	14	dbt	dbt	PROPN
ajema-74	86	15	’s	’s	PART
ajema-74	86	16	tests	test	NOUN
ajema-74	86	17	confirm	confirm	VERB
ajema-74	86	18	that	that	SCONJ
ajema-74	86	19	curated	curate	VERB
ajema-74	86	20	data	datum	NOUN
ajema-74	86	21	meets	meet	VERB
ajema-74	86	22	business	business	NOUN
ajema-74	86	23	requirements	requirement	NOUN
ajema-74	86	24	.	.	PUNCT
ajema-74	87	1	end	end	NOUN
ajema-74	87	2	-	-	PUNCT
ajema-74	87	3	to	to	ADP
ajema-74	87	4	-	-	PUNCT
ajema-74	87	5	end	end	NOUN
ajema-74	87	6	integration	integration	NOUN
ajema-74	87	7	tests	test	NOUN
ajema-74	87	8	further	far	ADV
ajema-74	87	9	ensure	ensure	VERB
ajema-74	87	10	that	that	SCONJ
ajema-74	87	11	pipelines	pipeline	NOUN
ajema-74	87	12	produce	produce	VERB
ajema-74	87	13	accurate	accurate	ADJ
ajema-74	87	14	,	,	PUNCT
ajema-74	87	15	analytics	analytic	NOUN
ajema-74	87	16	-	-	PUNCT
ajema-74	87	17	ready	ready	ADJ
ajema-74	87	18	datasets	dataset	NOUN
ajema-74	87	19	.	.	PUNCT
ajema-74	88	1	this	this	DET
ajema-74	88	2	multi	multi	ADJ
ajema-74	88	3	-	-	ADJ
ajema-74	88	4	level	level	ADJ
ajema-74	88	5	testing	testing	NOUN
ajema-74	88	6	strategy	strategy	NOUN
ajema-74	88	7	reduces	reduce	VERB
ajema-74	88	8	the	the	DET
ajema-74	88	9	risk	risk	NOUN
ajema-74	88	10	of	of	ADP
ajema-74	88	11	silent	silent	ADJ
ajema-74	88	12	failures	failure	NOUN
ajema-74	88	13	and	and	CCONJ
ajema-74	88	14	builds	build	VERB
ajema-74	88	15	trust	trust	NOUN
ajema-74	88	16	in	in	ADP
ajema-74	88	17	downstream	downstream	ADJ
ajema-74	88	18	reports	report	NOUN
ajema-74	88	19	and	and	CCONJ
ajema-74	88	20	machine	machine	NOUN
ajema-74	88	21	learning	learning	NOUN
ajema-74	88	22	models	model	NOUN
ajema-74	88	23	.	.	PUNCT
ajema-74	89	1	4	4	X
ajema-74	89	2	.	.	NOUN
ajema-74	89	3	example	example	NOUN
ajema-74	89	4	workflow	workflow	NOUN
ajema-74	89	5	a	a	DET
ajema-74	89	6	typical	typical	ADJ
ajema-74	89	7	enterprise	enterprise	NOUN
ajema-74	89	8	workflow	workflow	NOUN
ajema-74	89	9	might	might	AUX
ajema-74	89	10	look	look	VERB
ajema-74	89	11	like	like	ADP
ajema-74	89	12	this	this	PRON
ajema-74	89	13	:	:	PUNCT
ajema-74	89	14	25	25	NUM
ajema-74	89	15	journal	journal	NOUN
ajema-74	89	16	of	of	ADP
ajema-74	89	17	engineering	engineering	NOUN
ajema-74	89	18	,	,	PUNCT
ajema-74	89	19	mechanics	mechanic	NOUN
ajema-74	89	20	and	and	CCONJ
ajema-74	89	21	architecture	architecture	NOUN
ajema-74	89	22	www	www	NOUN
ajema-74	89	23	.	.	PUNCT
ajema-74	90	1	grnjournal.us	grnjournal.us	X
ajema-74	90	2	➢	➢	VERB
ajema-74	90	3	step	step	NOUN
ajema-74	90	4	1	1	NUM
ajema-74	90	5	:	:	PUNCT
ajema-74	90	6	pyspark	pyspark	NOUN
ajema-74	90	7	ingests	ingest	VERB
ajema-74	90	8	raw	raw	ADJ
ajema-74	90	9	data	datum	NOUN
ajema-74	90	10	from	from	ADP
ajema-74	90	11	multiple	multiple	ADJ
ajema-74	90	12	sources	source	NOUN
ajema-74	90	13	and	and	CCONJ
ajema-74	90	14	applies	apply	VERB
ajema-74	90	15	distributed	distribute	VERB
ajema-74	90	16	transformations	transformation	NOUN
ajema-74	90	17	.	.	PUNCT
ajema-74	91	1	➢	➢	NOUN
ajema-74	91	2	step	step	NOUN
ajema-74	91	3	2	2	NUM
ajema-74	91	4	:	:	PUNCT
ajema-74	91	5	automated	automate	VERB
ajema-74	91	6	pyspark	pyspark	NOUN
ajema-74	91	7	unit	unit	NOUN
ajema-74	91	8	tests	test	VERB
ajema-74	91	9	validate	validate	VERB
ajema-74	91	10	schema	schema	NOUN
ajema-74	91	11	integrity	integrity	NOUN
ajema-74	91	12	and	and	CCONJ
ajema-74	91	13	transformation	transformation	NOUN
ajema-74	91	14	logic	logic	NOUN
ajema-74	91	15	.	.	PUNCT
ajema-74	92	1	➢	➢	NOUN
ajema-74	92	2	step	step	NOUN
ajema-74	92	3	3	3	NUM
ajema-74	92	4	:	:	PUNCT
ajema-74	92	5	dbt	dbt	PROPN
ajema-74	92	6	builds	build	VERB
ajema-74	92	7	semantic	semantic	ADJ
ajema-74	92	8	models	model	NOUN
ajema-74	92	9	on	on	ADP
ajema-74	92	10	top	top	NOUN
ajema-74	92	11	of	of	ADP
ajema-74	92	12	curated	curate	VERB
ajema-74	92	13	data	datum	NOUN
ajema-74	92	14	,	,	PUNCT
ajema-74	92	15	embedding	embed	VERB
ajema-74	92	16	reusable	reusable	ADJ
ajema-74	92	17	business	business	NOUN
ajema-74	92	18	definitions	definition	NOUN
ajema-74	92	19	.	.	PUNCT
ajema-74	93	1	➢	➢	VERB
ajema-74	93	2	step	step	NOUN
ajema-74	93	3	4	4	NUM
ajema-74	93	4	:	:	PUNCT
ajema-74	93	5	dbt	dbt	PROPN
ajema-74	93	6	’s	’s	PART
ajema-74	93	7	test	test	NOUN
ajema-74	93	8	suite	suite	NOUN
ajema-74	93	9	validates	validate	VERB
ajema-74	93	10	relationships	relationship	NOUN
ajema-74	93	11	,	,	PUNCT
ajema-74	93	12	accepted	accept	VERB
ajema-74	93	13	values	value	NOUN
ajema-74	93	14	,	,	PUNCT
ajema-74	93	15	and	and	CCONJ
ajema-74	93	16	data	datum	NOUN
ajema-74	93	17	consistency	consistency	NOUN
ajema-74	93	18	.	.	PUNCT
ajema-74	94	1	➢	➢	NOUN
ajema-74	94	2	step	step	NOUN
ajema-74	94	3	5	5	NUM
ajema-74	94	4	:	:	PUNCT
ajema-74	94	5	ci	ci	NOUN
ajema-74	94	6	/	/	SYM
ajema-74	94	7	cd	cd	PROPN
ajema-74	94	8	pipelines	pipeline	NOUN
ajema-74	94	9	orchestrate	orchestrate	VERB
ajema-74	94	10	the	the	DET
ajema-74	94	11	automated	automate	VERB
ajema-74	94	12	execution	execution	NOUN
ajema-74	94	13	of	of	ADP
ajema-74	94	14	tests	test	NOUN
ajema-74	94	15	before	before	ADP
ajema-74	94	16	deployment	deployment	NOUN
ajema-74	94	17	,	,	PUNCT
ajema-74	94	18	ensuring	ensure	VERB
ajema-74	94	19	production	production	NOUN
ajema-74	94	20	datasets	dataset	NOUN
ajema-74	94	21	are	be	AUX
ajema-74	94	22	both	both	ADV
ajema-74	94	23	correct	correct	ADJ
ajema-74	94	24	and	and	CCONJ
ajema-74	94	25	reliable	reliable	ADJ
ajema-74	94	26	.	.	PUNCT
ajema-74	95	1	this	this	DET
ajema-74	95	2	integration	integration	NOUN
ajema-74	95	3	provides	provide	VERB
ajema-74	95	4	a	a	DET
ajema-74	95	5	powerful	powerful	ADJ
ajema-74	95	6	pattern	pattern	NOUN
ajema-74	95	7	for	for	ADP
ajema-74	95	8	scaling	scale	VERB
ajema-74	95	9	test	test	NOUN
ajema-74	95	10	-	-	PUNCT
ajema-74	95	11	driven	drive	VERB
ajema-74	95	12	pipelines	pipeline	NOUN
ajema-74	95	13	in	in	ADP
ajema-74	95	14	complex	complex	ADJ
ajema-74	95	15	enterprise	enterprise	NOUN
ajema-74	95	16	environments	environment	NOUN
ajema-74	95	17	.	.	PUNCT
ajema-74	96	1	best	good	ADJ
ajema-74	96	2	practices	practice	NOUN
ajema-74	96	3	for	for	ADP
ajema-74	96	4	test	test	NOUN
ajema-74	96	5	-	-	PUNCT
ajema-74	96	6	driven	drive	VERB
ajema-74	96	7	data	datum	NOUN
ajema-74	96	8	engineering	engineering	NOUN
ajema-74	96	9	adopting	adopt	VERB
ajema-74	96	10	tdd	tdd	NOUN
ajema-74	96	11	in	in	ADP
ajema-74	96	12	data	datum	NOUN
ajema-74	96	13	engineering	engineering	NOUN
ajema-74	96	14	requires	require	VERB
ajema-74	96	15	not	not	PART
ajema-74	96	16	only	only	ADV
ajema-74	96	17	tools	tool	NOUN
ajema-74	96	18	but	but	CCONJ
ajema-74	96	19	also	also	ADV
ajema-74	96	20	disciplined	discipline	VERB
ajema-74	96	21	practices	practice	NOUN
ajema-74	96	22	that	that	PRON
ajema-74	96	23	ensure	ensure	VERB
ajema-74	96	24	tests	test	NOUN
ajema-74	96	25	are	be	AUX
ajema-74	96	26	consistent	consistent	ADJ
ajema-74	96	27	,	,	PUNCT
ajema-74	96	28	efficient	efficient	ADJ
ajema-74	96	29	,	,	PUNCT
ajema-74	96	30	and	and	CCONJ
ajema-74	96	31	scalable	scalable	ADJ
ajema-74	96	32	.	.	PUNCT
ajema-74	97	1	the	the	DET
ajema-74	97	2	following	follow	VERB
ajema-74	97	3	best	good	ADJ
ajema-74	97	4	practices	practice	NOUN
ajema-74	97	5	guide	guide	VERB
ajema-74	97	6	successful	successful	ADJ
ajema-74	97	7	implementation	implementation	NOUN
ajema-74	97	8	:	:	PUNCT
ajema-74	97	9	1	1	X
ajema-74	97	10	.	.	X
ajema-74	97	11	shift	shift	NOUN
ajema-74	97	12	-	-	PUNCT
ajema-74	97	13	left	leave	VERB
ajema-74	97	14	testing	testing	NOUN
ajema-74	97	15	:	:	PUNCT
ajema-74	97	16	embedding	embed	VERB
ajema-74	97	17	tests	test	NOUN
ajema-74	97	18	early	early	ADV
ajema-74	97	19	in	in	ADP
ajema-74	97	20	pipeline	pipeline	NOUN
ajema-74	97	21	design	design	NOUN
ajema-74	97	22	testing	testing	NOUN
ajema-74	97	23	should	should	AUX
ajema-74	97	24	not	not	PART
ajema-74	97	25	be	be	AUX
ajema-74	97	26	an	an	DET
ajema-74	97	27	afterthought	afterthought	NOUN
ajema-74	97	28	.	.	PUNCT
ajema-74	98	1	by	by	ADP
ajema-74	98	2	adopting	adopt	VERB
ajema-74	98	3	a	a	DET
ajema-74	98	4	“	"	PUNCT
ajema-74	98	5	shift	shift	NOUN
ajema-74	98	6	-	-	PUNCT
ajema-74	98	7	left	left	ADJ
ajema-74	98	8	”	"	PUNCT
ajema-74	98	9	approach	approach	NOUN
ajema-74	98	10	,	,	PUNCT
ajema-74	98	11	engineers	engineer	NOUN
ajema-74	98	12	write	write	VERB
ajema-74	98	13	tests	test	NOUN
ajema-74	98	14	alongside	alongside	ADP
ajema-74	98	15	pipeline	pipeline	NOUN
ajema-74	98	16	logic	logic	NOUN
ajema-74	98	17	,	,	PUNCT
ajema-74	98	18	validating	validate	VERB
ajema-74	98	19	assumptions	assumption	NOUN
ajema-74	98	20	at	at	ADP
ajema-74	98	21	the	the	DET
ajema-74	98	22	earliest	early	ADJ
ajema-74	98	23	stages	stage	NOUN
ajema-74	98	24	of	of	ADP
ajema-74	98	25	design	design	NOUN
ajema-74	98	26	.	.	PUNCT
ajema-74	99	1	this	this	PRON
ajema-74	99	2	prevents	prevent	VERB
ajema-74	99	3	errors	error	NOUN
ajema-74	99	4	from	from	ADP
ajema-74	99	5	propagating	propagate	VERB
ajema-74	99	6	downstream	downstream	ADV
ajema-74	99	7	and	and	CCONJ
ajema-74	99	8	reduces	reduce	VERB
ajema-74	99	9	costly	costly	ADJ
ajema-74	99	10	rework	rework	NOUN
ajema-74	99	11	later	later	ADV
ajema-74	99	12	in	in	ADP
ajema-74	99	13	the	the	DET
ajema-74	99	14	lifecycle	lifecycle	NOUN
ajema-74	99	15	.	.	PUNCT
ajema-74	100	1	2	2	X
ajema-74	100	2	.	.	X
ajema-74	100	3	building	build	VERB
ajema-74	100	4	reusable	reusable	ADJ
ajema-74	100	5	test	test	NOUN
ajema-74	100	6	libraries	library	NOUN
ajema-74	100	7	and	and	CCONJ
ajema-74	100	8	frameworks	framework	NOUN
ajema-74	100	9	enterprises	enterprise	NOUN
ajema-74	100	10	benefit	benefit	VERB
ajema-74	100	11	from	from	ADP
ajema-74	100	12	standardized	standardized	ADJ
ajema-74	100	13	test	test	NOUN
ajema-74	100	14	libraries	library	NOUN
ajema-74	100	15	that	that	PRON
ajema-74	100	16	encapsulate	encapsulate	VERB
ajema-74	100	17	common	common	ADJ
ajema-74	100	18	validation	validation	NOUN
ajema-74	100	19	logic	logic	NOUN
ajema-74	100	20	,	,	PUNCT
ajema-74	100	21	such	such	ADJ
ajema-74	100	22	as	as	ADP
ajema-74	100	23	null	null	ADJ
ajema-74	100	24	checks	check	NOUN
ajema-74	100	25	,	,	PUNCT
ajema-74	100	26	schema	schema	NOUN
ajema-74	100	27	enforcement	enforcement	NOUN
ajema-74	100	28	,	,	PUNCT
ajema-74	100	29	or	or	CCONJ
ajema-74	100	30	business	business	NOUN
ajema-74	100	31	rule	rule	NOUN
ajema-74	100	32	validation	validation	NOUN
ajema-74	100	33	.	.	PUNCT
ajema-74	101	1	reusable	reusable	ADJ
ajema-74	101	2	libraries	library	NOUN
ajema-74	101	3	accelerate	accelerate	VERB
ajema-74	101	4	development	development	NOUN
ajema-74	101	5	,	,	PUNCT
ajema-74	101	6	improve	improve	VERB
ajema-74	101	7	consistency	consistency	NOUN
ajema-74	101	8	,	,	PUNCT
ajema-74	101	9	and	and	CCONJ
ajema-74	101	10	reduce	reduce	VERB
ajema-74	101	11	duplication	duplication	NOUN
ajema-74	101	12	across	across	ADP
ajema-74	101	13	teams	team	NOUN
ajema-74	101	14	.	.	PUNCT
ajema-74	102	1	3	3	X
ajema-74	102	2	.	.	X
ajema-74	102	3	automating	automate	VERB
ajema-74	102	4	test	test	NOUN
ajema-74	102	5	execution	execution	NOUN
ajema-74	102	6	with	with	ADP
ajema-74	102	7	ci	ci	NOUN
ajema-74	102	8	/	/	SYM
ajema-74	102	9	cd	cd	NOUN
ajema-74	102	10	automation	automation	NOUN
ajema-74	102	11	is	be	AUX
ajema-74	102	12	critical	critical	ADJ
ajema-74	102	13	at	at	ADP
ajema-74	102	14	scale	scale	NOUN
ajema-74	102	15	.	.	PUNCT
ajema-74	103	1	by	by	ADP
ajema-74	103	2	embedding	embed	VERB
ajema-74	103	3	test	test	NOUN
ajema-74	103	4	execution	execution	NOUN
ajema-74	103	5	into	into	ADP
ajema-74	103	6	ci	ci	NOUN
ajema-74	103	7	/	/	SYM
ajema-74	103	8	cd	cd	NOUN
ajema-74	103	9	pipelines	pipeline	NOUN
ajema-74	103	10	,	,	PUNCT
ajema-74	103	11	organizations	organization	NOUN
ajema-74	103	12	ensure	ensure	VERB
ajema-74	103	13	that	that	SCONJ
ajema-74	103	14	every	every	DET
ajema-74	103	15	code	code	NOUN
ajema-74	103	16	change	change	NOUN
ajema-74	103	17	,	,	PUNCT
ajema-74	103	18	schema	schema	NOUN
ajema-74	103	19	update	update	NOUN
ajema-74	103	20	,	,	PUNCT
ajema-74	103	21	or	or	CCONJ
ajema-74	103	22	transformation	transformation	NOUN
ajema-74	103	23	runs	run	VERB
ajema-74	103	24	through	through	ADP
ajema-74	103	25	automated	automate	VERB
ajema-74	103	26	validation	validation	NOUN
ajema-74	103	27	before	before	ADP
ajema-74	103	28	deployment	deployment	NOUN
ajema-74	103	29	.	.	PUNCT
ajema-74	104	1	this	this	PRON
ajema-74	104	2	reduces	reduce	VERB
ajema-74	104	3	manual	manual	ADJ
ajema-74	104	4	overhead	overhead	ADV
ajema-74	104	5	and	and	CCONJ
ajema-74	104	6	enforces	enforce	VERB
ajema-74	104	7	a	a	DET
ajema-74	104	8	culture	culture	NOUN
ajema-74	104	9	of	of	ADP
ajema-74	104	10	continuous	continuous	ADJ
ajema-74	104	11	quality	quality	NOUN
ajema-74	104	12	.	.	PUNCT
ajema-74	105	1	4	4	X
ajema-74	105	2	.	.	X
ajema-74	105	3	balancing	balance	VERB
ajema-74	105	4	test	test	NOUN
ajema-74	105	5	coverage	coverage	NOUN
ajema-74	105	6	with	with	ADP
ajema-74	105	7	performance	performance	NOUN
ajema-74	105	8	and	and	CCONJ
ajema-74	105	9	scalability	scalability	NOUN
ajema-74	105	10	while	while	SCONJ
ajema-74	105	11	comprehensive	comprehensive	ADJ
ajema-74	105	12	testing	testing	NOUN
ajema-74	105	13	is	be	AUX
ajema-74	105	14	important	important	ADJ
ajema-74	105	15	,	,	PUNCT
ajema-74	105	16	excessive	excessive	ADJ
ajema-74	105	17	test	test	NOUN
ajema-74	105	18	execution	execution	NOUN
ajema-74	105	19	can	can	AUX
ajema-74	105	20	introduce	introduce	VERB
ajema-74	105	21	unnecessary	unnecessary	ADJ
ajema-74	105	22	overhead	overhead	NOUN
ajema-74	105	23	.	.	PUNCT
ajema-74	106	1	enterprises	enterprise	NOUN
ajema-74	106	2	must	must	AUX
ajema-74	106	3	strike	strike	VERB
ajema-74	106	4	a	a	DET
ajema-74	106	5	balance	balance	NOUN
ajema-74	106	6	,	,	PUNCT
ajema-74	106	7	prioritizing	prioritize	VERB
ajema-74	106	8	critical	critical	ADJ
ajema-74	106	9	data	datum	NOUN
ajema-74	106	10	quality	quality	NOUN
ajema-74	106	11	tests	test	NOUN
ajema-74	106	12	while	while	SCONJ
ajema-74	106	13	leveraging	leverage	VERB
ajema-74	106	14	sampling	sampling	NOUN
ajema-74	106	15	strategies	strategy	NOUN
ajema-74	106	16	or	or	CCONJ
ajema-74	106	17	incremental	incremental	ADJ
ajema-74	106	18	checks	check	NOUN
ajema-74	106	19	for	for	ADP
ajema-74	106	20	performance	performance	NOUN
ajema-74	106	21	-	-	PUNCT
ajema-74	106	22	heavy	heavy	ADJ
ajema-74	106	23	workloads	workload	NOUN
ajema-74	106	24	.	.	PUNCT
ajema-74	107	1	scalable	scalable	ADJ
ajema-74	107	2	testing	testing	NOUN
ajema-74	107	3	strategies	strategy	NOUN
ajema-74	107	4	ensure	ensure	VERB
ajema-74	107	5	pipelines	pipeline	NOUN
ajema-74	107	6	remain	remain	VERB
ajema-74	107	7	efficient	efficient	ADJ
ajema-74	107	8	without	without	ADP
ajema-74	107	9	compromising	compromise	VERB
ajema-74	107	10	trust	trust	NOUN
ajema-74	107	11	in	in	ADP
ajema-74	107	12	the	the	DET
ajema-74	107	13	data	datum	NOUN
ajema-74	107	14	.	.	PUNCT
ajema-74	108	1	in	in	ADP
ajema-74	108	2	essence	essence	NOUN
ajema-74	108	3	,	,	PUNCT
ajema-74	108	4	the	the	DET
ajema-74	108	5	combination	combination	NOUN
ajema-74	108	6	of	of	ADP
ajema-74	108	7	pyspark	pyspark	NOUN
ajema-74	108	8	for	for	ADP
ajema-74	108	9	distributed	distribute	VERB
ajema-74	108	10	transformations	transformation	NOUN
ajema-74	108	11	,	,	PUNCT
ajema-74	108	12	dbt	dbt	NOUN
ajema-74	108	13	for	for	ADP
ajema-74	108	14	semantic	semantic	ADJ
ajema-74	108	15	governance	governance	NOUN
ajema-74	108	16	,	,	PUNCT
ajema-74	108	17	and	and	CCONJ
ajema-74	108	18	disciplined	disciplined	ADJ
ajema-74	108	19	test	test	NOUN
ajema-74	108	20	-	-	PUNCT
ajema-74	108	21	driven	drive	VERB
ajema-74	108	22	practices	practice	NOUN
ajema-74	108	23	creates	create	VERB
ajema-74	108	24	a	a	DET
ajema-74	108	25	blueprint	blueprint	NOUN
ajema-74	108	26	for	for	ADP
ajema-74	108	27	building	build	VERB
ajema-74	108	28	enterprise	enterprise	NOUN
ajema-74	108	29	data	datum	NOUN
ajema-74	108	30	pipelines	pipeline	NOUN
ajema-74	108	31	that	that	PRON
ajema-74	108	32	are	be	AUX
ajema-74	108	33	scalable	scalable	ADJ
ajema-74	108	34	,	,	PUNCT
ajema-74	108	35	resilient	resilient	ADJ
ajema-74	108	36	,	,	PUNCT
ajema-74	108	37	and	and	CCONJ
ajema-74	108	38	trustworthy	trustworthy	ADJ
ajema-74	108	39	.	.	PUNCT
ajema-74	109	1	future	future	ADJ
ajema-74	109	2	outlook	outlook	NOUN
ajema-74	109	3	the	the	DET
ajema-74	109	4	future	future	NOUN
ajema-74	109	5	of	of	ADP
ajema-74	109	6	test	test	NOUN
ajema-74	109	7	-	-	PUNCT
ajema-74	109	8	driven	drive	VERB
ajema-74	109	9	data	datum	NOUN
ajema-74	109	10	engineering	engineering	NOUN
ajema-74	109	11	is	be	AUX
ajema-74	109	12	being	be	AUX
ajema-74	109	13	shaped	shape	VERB
ajema-74	109	14	by	by	ADP
ajema-74	109	15	advances	advance	NOUN
ajema-74	109	16	in	in	ADP
ajema-74	109	17	automation	automation	NOUN
ajema-74	109	18	,	,	PUNCT
ajema-74	109	19	ai	ai	VERB
ajema-74	109	20	,	,	PUNCT
ajema-74	109	21	and	and	CCONJ
ajema-74	109	22	real	real	ADJ
ajema-74	109	23	-	-	PUNCT
ajema-74	109	24	time	time	NOUN
ajema-74	109	25	processing	processing	NOUN
ajema-74	109	26	.	.	PUNCT
ajema-74	110	1	as	as	SCONJ
ajema-74	110	2	enterprises	enterprise	NOUN
ajema-74	110	3	demand	demand	VERB
ajema-74	110	4	greater	great	ADJ
ajema-74	110	5	agility	agility	NOUN
ajema-74	110	6	and	and	CCONJ
ajema-74	110	7	reliability	reliability	NOUN
ajema-74	110	8	,	,	PUNCT
ajema-74	110	9	the	the	DET
ajema-74	110	10	scope	scope	NOUN
ajema-74	110	11	of	of	ADP
ajema-74	110	12	tdd	tdd	NOUN
ajema-74	110	13	will	will	AUX
ajema-74	110	14	expand	expand	VERB
ajema-74	110	15	well	well	ADV
ajema-74	110	16	beyond	beyond	ADP
ajema-74	110	17	today	today	NOUN
ajema-74	110	18	’s	’s	PART
ajema-74	110	19	batch	batch	NOUN
ajema-74	110	20	-	-	PUNCT
ajema-74	110	21	oriented	orient	VERB
ajema-74	110	22	pipelines	pipeline	NOUN
ajema-74	110	23	.	.	PUNCT
ajema-74	111	1	1	1	X
ajema-74	111	2	.	.	X
ajema-74	111	3	ai	ai	VERB
ajema-74	111	4	-	-	PUNCT
ajema-74	111	5	assisted	assist	VERB
ajema-74	111	6	test	test	NOUN
ajema-74	111	7	generation	generation	NOUN
ajema-74	111	8	for	for	ADP
ajema-74	111	9	data	datum	NOUN
ajema-74	111	10	engineering	engineer	VERB
ajema-74	111	11	artificial	artificial	ADJ
ajema-74	111	12	intelligence	intelligence	NOUN
ajema-74	111	13	is	be	AUX
ajema-74	111	14	poised	poise	VERB
ajema-74	111	15	to	to	PART
ajema-74	111	16	revolutionize	revolutionize	VERB
ajema-74	111	17	how	how	SCONJ
ajema-74	111	18	data	data	NOUN
ajema-74	111	19	tests	test	NOUN
ajema-74	111	20	are	be	AUX
ajema-74	111	21	created	create	VERB
ajema-74	111	22	and	and	CCONJ
ajema-74	111	23	maintained	maintain	VERB
ajema-74	111	24	.	.	PUNCT
ajema-74	112	1	by	by	ADP
ajema-74	112	2	analyzing	analyze	VERB
ajema-74	112	3	metadata	metadata	NOUN
ajema-74	112	4	,	,	PUNCT
ajema-74	112	5	lineage	lineage	NOUN
ajema-74	112	6	,	,	PUNCT
ajema-74	112	7	and	and	CCONJ
ajema-74	112	8	historical	historical	ADJ
ajema-74	112	9	query	query	NOUN
ajema-74	112	10	patterns	pattern	NOUN
ajema-74	112	11	,	,	PUNCT
ajema-74	112	12	ai	ai	VERB
ajema-74	112	13	copilots	copilot	NOUN
ajema-74	112	14	can	can	AUX
ajema-74	112	15	automatically	automatically	ADV
ajema-74	112	16	suggest	suggest	VERB
ajema-74	112	17	validation	validation	NOUN
ajema-74	112	18	rules	rule	NOUN
ajema-74	112	19	,	,	PUNCT
ajema-74	112	20	generate	generate	VERB
ajema-74	112	21	unit	unit	NOUN
ajema-74	112	22	tests	test	NOUN
ajema-74	112	23	,	,	PUNCT
ajema-74	112	24	and	and	CCONJ
ajema-74	112	25	even	even	ADV
ajema-74	112	26	predict	predict	VERB
ajema-74	112	27	areas	area	NOUN
ajema-74	112	28	of	of	ADP
ajema-74	112	29	potential	potential	ADJ
ajema-74	112	30	failure	failure	NOUN
ajema-74	112	31	.	.	PUNCT
ajema-74	113	1	this	this	DET
ajema-74	113	2	shift	shift	NOUN
ajema-74	113	3	will	will	AUX
ajema-74	113	4	26	26	NUM
ajema-74	113	5	journal	journal	NOUN
ajema-74	113	6	of	of	ADP
ajema-74	113	7	engineering	engineering	NOUN
ajema-74	113	8	,	,	PUNCT
ajema-74	113	9	mechanics	mechanic	NOUN
ajema-74	113	10	and	and	CCONJ
ajema-74	113	11	architecture	architecture	NOUN
ajema-74	113	12	www	www	NOUN
ajema-74	113	13	.	.	PUNCT
ajema-74	114	1	grnjournal.us	grnjournal.us	X
ajema-74	114	2	reduce	reduce	VERB
ajema-74	114	3	manual	manual	ADJ
ajema-74	114	4	effort	effort	NOUN
ajema-74	114	5	,	,	PUNCT
ajema-74	114	6	accelerate	accelerate	VERB
ajema-74	114	7	development	development	NOUN
ajema-74	114	8	,	,	PUNCT
ajema-74	114	9	and	and	CCONJ
ajema-74	114	10	ensure	ensure	VERB
ajema-74	114	11	that	that	SCONJ
ajema-74	114	12	testing	testing	NOUN
ajema-74	114	13	scales	scale	VERB
ajema-74	114	14	alongside	alongside	ADP
ajema-74	114	15	growing	grow	VERB
ajema-74	114	16	data	datum	NOUN
ajema-74	114	17	complexity	complexity	NOUN
ajema-74	114	18	.	.	PUNCT
ajema-74	115	1	2	2	X
ajema-74	115	2	.	.	X
ajema-74	115	3	expanding	expand	VERB
ajema-74	115	4	tdd	tdd	NOUN
ajema-74	115	5	principles	principle	NOUN
ajema-74	115	6	into	into	ADP
ajema-74	115	7	real	real	ADJ
ajema-74	115	8	-	-	PUNCT
ajema-74	115	9	time	time	NOUN
ajema-74	115	10	and	and	CCONJ
ajema-74	115	11	streaming	streaming	NOUN
ajema-74	115	12	architectures	architecture	NOUN
ajema-74	115	13	with	with	ADP
ajema-74	115	14	the	the	DET
ajema-74	115	15	rise	rise	NOUN
ajema-74	115	16	of	of	ADP
ajema-74	115	17	event	event	NOUN
ajema-74	115	18	-	-	PUNCT
ajema-74	115	19	driven	drive	VERB
ajema-74	115	20	systems	system	NOUN
ajema-74	115	21	,	,	PUNCT
ajema-74	115	22	iot	iot	NOUN
ajema-74	115	23	,	,	PUNCT
ajema-74	115	24	and	and	CCONJ
ajema-74	115	25	real	real	ADJ
ajema-74	115	26	-	-	PUNCT
ajema-74	115	27	time	time	NOUN
ajema-74	115	28	analytics	analytic	NOUN
ajema-74	115	29	,	,	PUNCT
ajema-74	115	30	pipelines	pipeline	NOUN
ajema-74	115	31	are	be	AUX
ajema-74	115	32	no	no	ADV
ajema-74	115	33	longer	long	ADV
ajema-74	115	34	static	static	ADJ
ajema-74	115	35	batch	batch	NOUN
ajema-74	115	36	jobs	job	NOUN
ajema-74	115	37	.	.	PUNCT
ajema-74	116	1	applying	apply	VERB
ajema-74	116	2	tdd	tdd	NOUN
ajema-74	116	3	principles	principle	NOUN
ajema-74	116	4	to	to	ADP
ajema-74	116	5	streaming	streaming	NOUN
ajema-74	116	6	frameworks	framework	NOUN
ajema-74	116	7	will	will	AUX
ajema-74	116	8	be	be	AUX
ajema-74	116	9	critical	critical	ADJ
ajema-74	116	10	to	to	ADP
ajema-74	116	11	ensuring	ensure	VERB
ajema-74	116	12	continuous	continuous	ADJ
ajema-74	116	13	validation	validation	NOUN
ajema-74	116	14	of	of	ADP
ajema-74	116	15	high	high	ADJ
ajema-74	116	16	-	-	PUNCT
ajema-74	116	17	velocity	velocity	NOUN
ajema-74	116	18	data	datum	NOUN
ajema-74	116	19	.	.	PUNCT
ajema-74	117	1	lightweight	lightweight	ADJ
ajema-74	117	2	,	,	PUNCT
ajema-74	117	3	incremental	incremental	ADJ
ajema-74	117	4	testing	testing	NOUN
ajema-74	117	5	approaches	approach	NOUN
ajema-74	117	6	will	will	AUX
ajema-74	117	7	help	help	VERB
ajema-74	117	8	organizations	organization	NOUN
ajema-74	117	9	safeguard	safeguard	VERB
ajema-74	117	10	both	both	DET
ajema-74	117	11	latency	latency	NOUN
ajema-74	117	12	-	-	PUNCT
ajema-74	117	13	sensitive	sensitive	ADJ
ajema-74	117	14	applications	application	NOUN
ajema-74	117	15	and	and	CCONJ
ajema-74	117	16	mission	mission	NOUN
ajema-74	117	17	-	-	PUNCT
ajema-74	117	18	critical	critical	ADJ
ajema-74	117	19	decisionmaking	decisionmaking	NOUN
ajema-74	117	20	.	.	PUNCT
ajema-74	118	1	3	3	X
ajema-74	118	2	.	.	X
ajema-74	118	3	toward	toward	ADP
ajema-74	118	4	self	self	NOUN
ajema-74	118	5	-	-	PUNCT
ajema-74	118	6	healing	healing	NOUN
ajema-74	118	7	,	,	PUNCT
ajema-74	118	8	self	self	NOUN
ajema-74	118	9	-	-	PUNCT
ajema-74	118	10	validating	validate	VERB
ajema-74	118	11	data	datum	NOUN
ajema-74	118	12	pipelines	pipeline	NOUN
ajema-74	118	13	the	the	DET
ajema-74	118	14	ultimate	ultimate	ADJ
ajema-74	118	15	vision	vision	NOUN
ajema-74	118	16	for	for	ADP
ajema-74	118	17	test	test	NOUN
ajema-74	118	18	-	-	PUNCT
ajema-74	118	19	driven	drive	VERB
ajema-74	118	20	data	datum	NOUN
ajema-74	118	21	engineering	engineering	NOUN
ajema-74	118	22	is	be	AUX
ajema-74	118	23	the	the	DET
ajema-74	118	24	creation	creation	NOUN
ajema-74	118	25	of	of	ADP
ajema-74	118	26	self	self	NOUN
ajema-74	118	27	-	-	PUNCT
ajema-74	118	28	healing	heal	VERB
ajema-74	118	29	pipelines	pipeline	NOUN
ajema-74	118	30	.	.	PUNCT
ajema-74	119	1	by	by	ADP
ajema-74	119	2	combining	combine	VERB
ajema-74	119	3	tdd	tdd	NOUN
ajema-74	119	4	with	with	ADP
ajema-74	119	5	monitoring	monitoring	NOUN
ajema-74	119	6	,	,	PUNCT
ajema-74	119	7	anomaly	anomaly	NOUN
ajema-74	119	8	detection	detection	NOUN
ajema-74	119	9	,	,	PUNCT
ajema-74	119	10	and	and	CCONJ
ajema-74	119	11	automated	automate	VERB
ajema-74	119	12	remediation	remediation	NOUN
ajema-74	119	13	,	,	PUNCT
ajema-74	119	14	pipelines	pipeline	NOUN
ajema-74	119	15	will	will	AUX
ajema-74	119	16	not	not	PART
ajema-74	119	17	only	only	ADV
ajema-74	119	18	detect	detect	VERB
ajema-74	119	19	issues	issue	NOUN
ajema-74	119	20	but	but	CCONJ
ajema-74	119	21	also	also	ADV
ajema-74	119	22	fix	fix	VERB
ajema-74	119	23	them	they	PRON
ajema-74	119	24	in	in	ADP
ajema-74	119	25	real	real	ADJ
ajema-74	119	26	time	time	NOUN
ajema-74	119	27	.	.	PUNCT
ajema-74	120	1	this	this	DET
ajema-74	120	2	evolution	evolution	NOUN
ajema-74	120	3	will	will	AUX
ajema-74	120	4	reduce	reduce	VERB
ajema-74	120	5	downtime	downtime	NOUN
ajema-74	120	6	,	,	PUNCT
ajema-74	120	7	enhance	enhance	VERB
ajema-74	120	8	trust	trust	NOUN
ajema-74	120	9	,	,	PUNCT
ajema-74	120	10	and	and	CCONJ
ajema-74	120	11	transform	transform	VERB
ajema-74	120	12	pipelines	pipeline	NOUN
ajema-74	120	13	from	from	ADP
ajema-74	120	14	fragile	fragile	ADJ
ajema-74	120	15	workflows	workflow	NOUN
ajema-74	120	16	into	into	ADP
ajema-74	120	17	resilient	resilient	ADJ
ajema-74	120	18	,	,	PUNCT
ajema-74	120	19	autonomous	autonomous	ADJ
ajema-74	120	20	systems	system	NOUN
ajema-74	120	21	.	.	PUNCT
ajema-74	121	1	conclusion	conclusion	NOUN
ajema-74	121	2	test	test	NOUN
ajema-74	121	3	-	-	PUNCT
ajema-74	121	4	driven	drive	VERB
ajema-74	121	5	data	datum	NOUN
ajema-74	121	6	engineering	engineering	NOUN
ajema-74	121	7	represents	represent	VERB
ajema-74	121	8	both	both	CCONJ
ajema-74	121	9	a	a	DET
ajema-74	121	10	cultural	cultural	ADJ
ajema-74	121	11	and	and	CCONJ
ajema-74	121	12	technical	technical	ADJ
ajema-74	121	13	shift	shift	NOUN
ajema-74	121	14	in	in	ADP
ajema-74	121	15	how	how	SCONJ
ajema-74	121	16	enterprises	enterprise	NOUN
ajema-74	121	17	design	design	VERB
ajema-74	121	18	,	,	PUNCT
ajema-74	121	19	validate	validate	NOUN
ajema-74	121	20	,	,	PUNCT
ajema-74	121	21	and	and	CCONJ
ajema-74	121	22	maintain	maintain	VERB
ajema-74	121	23	pipelines	pipeline	NOUN
ajema-74	121	24	.	.	PUNCT
ajema-74	122	1	moving	move	VERB
ajema-74	122	2	away	away	ADV
ajema-74	122	3	from	from	ADP
ajema-74	122	4	reactive	reactive	ADJ
ajema-74	122	5	firefighting	firefighting	NOUN
ajema-74	122	6	,	,	PUNCT
ajema-74	122	7	it	it	PRON
ajema-74	122	8	establishes	establish	VERB
ajema-74	122	9	testing	testing	NOUN
ajema-74	122	10	as	as	ADP
ajema-74	122	11	a	a	DET
ajema-74	122	12	first	first	ADJ
ajema-74	122	13	-	-	PUNCT
ajema-74	122	14	class	class	NOUN
ajema-74	122	15	citizen	citizen	NOUN
ajema-74	122	16	in	in	ADP
ajema-74	122	17	the	the	DET
ajema-74	122	18	data	data	NOUN
ajema-74	122	19	lifecycle	lifecycle	NOUN
ajema-74	122	20	—	—	PUNCT
ajema-74	122	21	ensuring	ensure	VERB
ajema-74	122	22	that	that	SCONJ
ajema-74	122	23	quality	quality	NOUN
ajema-74	122	24	and	and	CCONJ
ajema-74	122	25	reliability	reliability	NOUN
ajema-74	122	26	are	be	AUX
ajema-74	122	27	built	build	VERB
ajema-74	122	28	into	into	ADP
ajema-74	122	29	systems	system	NOUN
ajema-74	122	30	from	from	ADP
ajema-74	122	31	the	the	DET
ajema-74	122	32	start	start	NOUN
ajema-74	122	33	.	.	PUNCT
ajema-74	123	1	tools	tool	NOUN
ajema-74	123	2	like	like	ADP
ajema-74	123	3	pyspark	pyspark	NOUN
ajema-74	123	4	and	and	CCONJ
ajema-74	123	5	dbt	dbt	PROPN
ajema-74	123	6	serve	serve	VERB
ajema-74	123	7	as	as	ADP
ajema-74	123	8	complementary	complementary	ADJ
ajema-74	123	9	pillars	pillar	NOUN
ajema-74	123	10	in	in	ADP
ajema-74	123	11	this	this	DET
ajema-74	123	12	journey	journey	NOUN
ajema-74	123	13	.	.	PUNCT
ajema-74	124	1	pyspark	pyspark	NOUN
ajema-74	124	2	provides	provide	VERB
ajema-74	124	3	the	the	DET
ajema-74	124	4	distributed	distribute	VERB
ajema-74	124	5	power	power	NOUN
ajema-74	124	6	to	to	PART
ajema-74	124	7	transform	transform	VERB
ajema-74	124	8	raw	raw	ADJ
ajema-74	124	9	data	datum	NOUN
ajema-74	124	10	at	at	ADP
ajema-74	124	11	enterprise	enterprise	NOUN
ajema-74	124	12	scale	scale	NOUN
ajema-74	124	13	,	,	PUNCT
ajema-74	124	14	while	while	SCONJ
ajema-74	124	15	dbt	dbt	PROPN
ajema-74	124	16	brings	bring	VERB
ajema-74	124	17	semantic	semantic	ADJ
ajema-74	124	18	structure	structure	NOUN
ajema-74	124	19	,	,	PUNCT
ajema-74	124	20	governance	governance	NOUN
ajema-74	124	21	,	,	PUNCT
ajema-74	124	22	and	and	CCONJ
ajema-74	124	23	built	build	VERB
ajema-74	124	24	-	-	PUNCT
ajema-74	124	25	in	in	ADP
ajema-74	124	26	testing	testing	NOUN
ajema-74	124	27	frameworks	framework	NOUN
ajema-74	124	28	.	.	PUNCT
ajema-74	125	1	together	together	ADV
ajema-74	125	2	,	,	PUNCT
ajema-74	125	3	they	they	PRON
ajema-74	125	4	enable	enable	VERB
ajema-74	125	5	organizations	organization	NOUN
ajema-74	125	6	to	to	PART
ajema-74	125	7	embed	embed	VERB
ajema-74	125	8	tdd	tdd	NOUN
ajema-74	125	9	into	into	ADP
ajema-74	125	10	every	every	DET
ajema-74	125	11	stage	stage	NOUN
ajema-74	125	12	of	of	ADP
ajema-74	125	13	data	datum	NOUN
ajema-74	125	14	engineering	engineering	NOUN
ajema-74	125	15	.	.	PUNCT
ajema-74	126	1	the	the	DET
ajema-74	126	2	path	path	NOUN
ajema-74	126	3	forward	forward	ADV
ajema-74	126	4	is	be	AUX
ajema-74	126	5	clear	clear	ADJ
ajema-74	126	6	:	:	PUNCT
ajema-74	126	7	enterprises	enterprise	NOUN
ajema-74	126	8	that	that	PRON
ajema-74	126	9	embrace	embrace	VERB
ajema-74	126	10	tdd	tdd	NOUN
ajema-74	126	11	will	will	AUX
ajema-74	126	12	not	not	PART
ajema-74	126	13	only	only	ADV
ajema-74	126	14	improve	improve	VERB
ajema-74	126	15	the	the	DET
ajema-74	126	16	resilience	resilience	NOUN
ajema-74	126	17	and	and	CCONJ
ajema-74	126	18	trustworthiness	trustworthiness	NOUN
ajema-74	126	19	of	of	ADP
ajema-74	126	20	their	their	PRON
ajema-74	126	21	data	data	NOUN
ajema-74	126	22	platforms	platform	NOUN
ajema-74	126	23	but	but	CCONJ
ajema-74	126	24	also	also	ADV
ajema-74	126	25	unlock	unlock	VERB
ajema-74	126	26	confidence	confidence	NOUN
ajema-74	126	27	in	in	ADP
ajema-74	126	28	data	data	NOUN
ajema-74	126	29	-	-	PUNCT
ajema-74	126	30	driven	drive	VERB
ajema-74	126	31	decisions	decision	NOUN
ajema-74	126	32	.	.	PUNCT
ajema-74	127	1	in	in	ADP
ajema-74	127	2	an	an	DET
ajema-74	127	3	era	era	NOUN
ajema-74	127	4	where	where	SCONJ
ajema-74	127	5	data	datum	NOUN
ajema-74	127	6	is	be	AUX
ajema-74	127	7	both	both	PRON
ajema-74	127	8	an	an	DET
ajema-74	127	9	asset	asset	NOUN
ajema-74	127	10	and	and	CCONJ
ajema-74	127	11	a	a	DET
ajema-74	127	12	liability	liability	NOUN
ajema-74	127	13	,	,	PUNCT
ajema-74	127	14	test	test	NOUN
ajema-74	127	15	-	-	PUNCT
ajema-74	127	16	driven	drive	VERB
ajema-74	127	17	engineering	engineering	NOUN
ajema-74	127	18	stands	stand	VERB
ajema-74	127	19	as	as	ADP
ajema-74	127	20	a	a	DET
ajema-74	127	21	cornerstone	cornerstone	NOUN
ajema-74	127	22	of	of	ADP
ajema-74	127	23	enterprise	enterprise	NOUN
ajema-74	127	24	-	-	PUNCT
ajema-74	127	25	grade	grade	NOUN
ajema-74	127	26	reliability	reliability	NOUN
ajema-74	127	27	and	and	CCONJ
ajema-74	127	28	sustainable	sustainable	ADJ
ajema-74	127	29	innovation	innovation	NOUN
ajema-74	127	30	.	.	PUNCT
ajema-74	128	1	references	reference	NOUN
ajema-74	128	2	:	:	PUNCT
ajema-74	128	3	1	1	X
ajema-74	128	4	.	.	X
ajema-74	128	5	rachamala	rachamala	NOUN
ajema-74	128	6	,	,	PUNCT
ajema-74	128	7	n.	n.	PROPN
ajema-74	128	8	 	 	SPACE
ajema-74	128	9	r.	r.	PROPN
ajema-74	128	10	(	(	PUNCT
ajema-74	128	11	2023	2023	NUM
ajema-74	128	12	,	,	PUNCT
ajema-74	128	13	october	october	PROPN
ajema-74	128	14	)	)	PUNCT
ajema-74	128	15	.	.	PUNCT
ajema-74	129	1	architecting	architecte	VERB
ajema-74	129	2	aml	aml	PROPN
ajema-74	129	3	detection	detection	NOUN
ajema-74	129	4	pipelines	pipeline	NOUN
ajema-74	129	5	using	use	VERB
ajema-74	129	6	hadoop	hadoop	NOUN
ajema-74	129	7	and	and	CCONJ
ajema-74	129	8	pyspark	pyspark	NOUN
ajema-74	129	9	with	with	ADP
ajema-74	129	10	ai	ai	NOUN
ajema-74	129	11	/	/	SYM
ajema-74	129	12	ml	ml	PROPN
ajema-74	129	13	.	.	NOUN
ajema-74	129	14	journal	journal	PROPN
ajema-74	129	15	of	of	ADP
ajema-74	129	16	information	information	NOUN
ajema-74	129	17	systems	system	NOUN
ajema-74	129	18	engineering	engineering	NOUN
ajema-74	129	19	and	and	CCONJ
ajema-74	129	20	management	management	NOUN
ajema-74	129	21	,	,	PUNCT
ajema-74	129	22	8(4	8(4	NUM
ajema-74	129	23	)	)	PUNCT
ajema-74	129	24	,	,	PUNCT
ajema-74	129	25	1–7	1–7	X
ajema-74	129	26	.	.	PUNCT
ajema-74	129	27	https://doi.org/10.55267/iadt.retrieved	https://doi.org/10.55267/iadt.retrieve	VERB
ajema-74	129	28	from	from	ADP
ajema-74	129	29	https://www.jisemjournal.com/download/22_architecting_aml_detection_pipe	https://www.jisemjournal.com/download/22_architecting_aml_detection_pipe	PROPN
ajema-74	129	30	lines.pdf	lines.pdf	X
ajema-74	129	31	2	2	NUM
ajema-74	129	32	.	.	PUNCT
ajema-74	129	33	aluoch	aluoch	PROPN
ajema-74	129	34	,	,	PUNCT
ajema-74	129	35	r.	r.	PROPN
ajema-74	129	36	a.	a.	PROPN
ajema-74	129	37	,	,	PUNCT
ajema-74	129	38	&	&	CCONJ
ajema-74	129	39	masitenyane	masitenyane	NOUN
ajema-74	129	40	,	,	PUNCT
ajema-74	129	41	l.	l.	PROPN
ajema-74	129	42	a.	a.	NOUN
ajema-74	129	43	factors	factor	NOUN
ajema-74	129	44	affecting	affect	VERB
ajema-74	129	45	millennials’attitudes	millennials’attitude	NOUN
ajema-74	129	46	and	and	CCONJ
ajema-74	129	47	purchase	purchase	VERB
ajema-74	129	48	intentions	intention	NOUN
ajema-74	129	49	towards	towards	ADP
ajema-74	129	50	organic	organic	ADJ
ajema-74	129	51	personal	personal	ADJ
ajema-74	129	52	healthcare	healthcare	NOUN
ajema-74	129	53	products	product	NOUN
ajema-74	129	54	.	.	PUNCT
ajema-74	130	1	3	3	X
ajema-74	130	2	.	.	X
ajema-74	130	3	masitenyane	masitenyane	NOUN
ajema-74	130	4	,	,	PUNCT
ajema-74	130	5	l.	l.	PROPN
ajema-74	130	6	a.	a.	PROPN
ajema-74	130	7	,	,	PUNCT
ajema-74	130	8	muposhi	muposhi	PROPN
ajema-74	130	9	,	,	PUNCT
ajema-74	130	10	a.	a.	PROPN
ajema-74	130	11	,	,	PUNCT
ajema-74	130	12	&	&	CCONJ
ajema-74	130	13	mokoena	mokoena	PROPN
ajema-74	130	14	,	,	PUNCT
ajema-74	130	15	b.	b.	PROPN
ajema-74	130	16	a.	a.	PROPN
ajema-74	130	17	(	(	PUNCT
ajema-74	130	18	2023	2023	NUM
ajema-74	130	19	)	)	PUNCT
ajema-74	130	20	.	.	PUNCT
ajema-74	131	1	outcomes	outcome	NOUN
ajema-74	131	2	of	of	ADP
ajema-74	131	3	relationship	relationship	NOUN
ajema-74	131	4	quality	quality	NOUN
ajema-74	131	5	in	in	ADP
ajema-74	131	6	business	business	NOUN
ajema-74	131	7	-	-	PUNCT
ajema-74	131	8	to	to	ADP
ajema-74	131	9	-	-	PUNCT
ajema-74	131	10	business	business	NOUN
ajema-74	131	11	contexts	contexts	NOUN
ajema-74	131	12	:	:	PUNCT
ajema-74	131	13	a	a	DET
ajema-74	131	14	south	south	ADJ
ajema-74	131	15	african	african	ADJ
ajema-74	131	16	concrete	concrete	ADJ
ajema-74	131	17	product	product	NOUN
ajema-74	131	18	market	market	NOUN
ajema-74	131	19	perspective	perspective	NOUN
ajema-74	131	20	.	.	PUNCT
ajema-74	132	1	cogent	cogent	NOUN
ajema-74	132	2	business	business	PROPN
ajema-74	132	3	&	&	CCONJ
ajema-74	132	4	management	management	PROPN
ajema-74	132	5	,	,	PUNCT
ajema-74	132	6	10(3	10(3	NUM
ajema-74	132	7	)	)	PUNCT
ajema-74	132	8	,	,	PUNCT
ajema-74	132	9	2266613	2266613	NUM
ajema-74	132	10	.	.	PUNCT
ajema-74	133	1	4	4	X
ajema-74	133	2	.	.	X
ajema-74	133	3	masitenyane	masitenyane	NOUN
ajema-74	133	4	,	,	PUNCT
ajema-74	133	5	l.	l.	PROPN
ajema-74	133	6	a.	a.	PROPN
ajema-74	133	7	,	,	PUNCT
ajema-74	133	8	muposhi	muposhi	PROPN
ajema-74	133	9	,	,	PUNCT
ajema-74	133	10	a.	a.	PROPN
ajema-74	133	11	,	,	PUNCT
ajema-74	133	12	&	&	CCONJ
ajema-74	133	13	mokoena	mokoena	PROPN
ajema-74	133	14	,	,	PUNCT
ajema-74	133	15	b.	b.	PROPN
ajema-74	133	16	a.	a.	PROPN
ajema-74	133	17	(	(	PUNCT
ajema-74	133	18	2023	2023	NUM
ajema-74	133	19	)	)	PUNCT
ajema-74	133	20	.	.	PUNCT
ajema-74	134	1	outcomes	outcome	NOUN
ajema-74	134	2	of	of	ADP
ajema-74	134	3	relationship	relationship	NOUN
ajema-74	134	4	quality	quality	NOUN
ajema-74	134	5	in	in	ADP
ajema-74	134	6	business	business	NOUN
ajema-74	134	7	-	-	PUNCT
ajema-74	134	8	to	to	ADP
ajema-74	134	9	-	-	PUNCT
ajema-74	134	10	business	business	NOUN
ajema-74	134	11	contexts	contexts	NOUN
ajema-74	134	12	:	:	PUNCT
ajema-74	134	13	a	a	DET
ajema-74	134	14	south	south	ADJ
ajema-74	134	15	african	african	ADJ
ajema-74	134	16	concrete	concrete	ADJ
ajema-74	134	17	product	product	NOUN
ajema-74	134	18	market	market	NOUN
ajema-74	134	19	perspective	perspective	NOUN
ajema-74	134	20	.	.	PUNCT
ajema-74	135	1	cogent	cogent	NOUN
ajema-74	135	2	business	business	PROPN
ajema-74	135	3	&	&	CCONJ
ajema-74	135	4	management	management	PROPN
ajema-74	135	5	,	,	PUNCT
ajema-74	135	6	10(3	10(3	NUM
ajema-74	135	7	)	)	PUNCT
ajema-74	135	8	,	,	PUNCT
ajema-74	135	9	2266613	2266613	NUM
ajema-74	135	10	.	.	PUNCT
ajema-74	136	1	5	5	X
ajema-74	136	2	.	.	X
ajema-74	136	3	masitenyane	masitenyane	NOUN
ajema-74	136	4	,	,	PUNCT
ajema-74	136	5	l.	l.	PROPN
ajema-74	136	6	a.	a.	PROPN
ajema-74	136	7	,	,	PUNCT
ajema-74	136	8	&	&	CCONJ
ajema-74	136	9	mokoena	mokoena	PROPN
ajema-74	136	10	,	,	PUNCT
ajema-74	136	11	b.	b.	PROPN
ajema-74	136	12	a.	a.	PROPN
ajema-74	136	13	(	(	PUNCT
ajema-74	136	14	2023	2023	NUM
ajema-74	136	15	)	)	PUNCT
ajema-74	136	16	.	.	PUNCT
ajema-74	137	1	an	an	DET
ajema-74	137	2	examination	examination	NOUN
ajema-74	137	3	of	of	ADP
ajema-74	137	4	the	the	DET
ajema-74	137	5	vaal	vaal	PROPN
ajema-74	137	6	river	river	NOUN
ajema-74	137	7	carnival	carnival	NOUN
ajema-74	137	8	attendees	attendee	NOUN
ajema-74	137	9	’	’	PART
ajema-74	137	10	perceptions	perception	NOUN
ajema-74	137	11	of	of	ADP
ajema-74	137	12	service	service	NOUN
ajema-74	137	13	quality	quality	NOUN
ajema-74	137	14	towards	towards	ADP
ajema-74	137	15	satisfaction	satisfaction	NOUN
ajema-74	137	16	and	and	CCONJ
ajema-74	137	17	future	future	ADJ
ajema-74	137	18	behavioural	behavioural	ADJ
ajema-74	137	19	intentions	intention	NOUN
ajema-74	137	20	.	.	PUNCT
ajema-74	138	1	african	african	ADJ
ajema-74	138	2	journal	journal	PROPN
ajema-74	138	3	of	of	ADP
ajema-74	138	4	hospitality	hospitality	NOUN
ajema-74	138	5	,	,	PUNCT
ajema-74	138	6	tourism	tourism	NOUN
ajema-74	138	7	and	and	CCONJ
ajema-74	138	8	leisure	leisure	NOUN
ajema-74	138	9	,	,	PUNCT
ajema-74	138	10	12(2	12(2	NUM
ajema-74	138	11	)	)	PUNCT
ajema-74	138	12	,	,	PUNCT
ajema-74	138	13	673	673	NUM
ajema-74	138	14	-	-	SYM
ajema-74	138	15	687	687	NUM
ajema-74	138	16	.	.	PUNCT
ajema-74	139	1	https://www.jisemjournal.com/download/22_architecting_aml_detection_pipelines.pdf	https://www.jisemjournal.com/download/22_architecting_aml_detection_pipelines.pdf	ADJ
ajema-74	139	2	https://www.jisemjournal.com/download/22_architecting_aml_detection_pipelines.pdf	https://www.jisemjournal.com/download/22_architecting_aml_detection_pipelines.pdf	ADJ
ajema-74	139	3	27	27	NUM
ajema-74	139	4	journal	journal	NOUN
ajema-74	139	5	of	of	ADP
ajema-74	139	6	engineering	engineering	NOUN
ajema-74	139	7	,	,	PUNCT
ajema-74	139	8	mechanics	mechanic	NOUN
ajema-74	139	9	and	and	CCONJ
ajema-74	139	10	architecture	architecture	NOUN
ajema-74	139	11	www	www	NOUN
ajema-74	139	12	.	.	PUNCT
ajema-74	140	1	grnjournal.us	grnjournal.us	X
ajema-74	140	2	6	6	NUM
ajema-74	140	3	.	.	PUNCT
ajema-74	141	1	talluri	talluri	PROPN
ajema-74	141	2	,	,	PUNCT
ajema-74	141	3	manasa	manasa	PROPN
ajema-74	141	4	.	.	PUNCT
ajema-74	142	1	(	(	PUNCT
ajema-74	142	2	2020	2020	NUM
ajema-74	142	3	)	)	PUNCT
ajema-74	142	4	.	.	PUNCT
ajema-74	143	1	developing	develop	VERB
ajema-74	143	2	hybrid	hybrid	ADJ
ajema-74	143	3	mobile	mobile	ADJ
ajema-74	143	4	apps	app	NOUN
ajema-74	143	5	using	use	VERB
ajema-74	143	6	ionic	ionic	ADJ
ajema-74	143	7	and	and	CCONJ
ajema-74	143	8	cordova	cordova	PROPN
ajema-74	143	9	for	for	ADP
ajema-74	143	10	insurance	insurance	NOUN
ajema-74	143	11	platforms	platform	NOUN
ajema-74	143	12	.	.	PUNCT
ajema-74	144	1	international	international	ADJ
ajema-74	144	2	journal	journal	PROPN
ajema-74	144	3	of	of	ADP
ajema-74	144	4	scientific	scientific	ADJ
ajema-74	144	5	research	research	NOUN
ajema-74	144	6	in	in	ADP
ajema-74	144	7	computer	computer	NOUN
ajema-74	144	8	science	science	NOUN
ajema-74	144	9	,	,	PUNCT
ajema-74	144	10	engineering	engineering	NOUN
ajema-74	144	11	and	and	CCONJ
ajema-74	144	12	information	information	NOUN
ajema-74	144	13	technology	technology	NOUN
ajema-74	144	14	.	.	PUNCT
ajema-74	145	1	1175	1175	NUM
ajema-74	145	2	-	-	SYM
ajema-74	145	3	1185	1185	NUM
ajema-74	145	4	.	.	PUNCT
ajema-74	146	1	10.32628	10.32628	NUM
ajema-74	146	2	/	/	SYM
ajema-74	146	3	cseit2063239	cseit2063239	PROPN
ajema-74	146	4	.	.	PROPN
ajema-74	147	1	7	7	X
ajema-74	147	2	.	.	PUNCT
ajema-74	147	3	niranjan	niranjan	PROPN
ajema-74	147	4	reddy	reddy	PROPN
ajema-74	147	5	rachamala	rachamala	PROPN
ajema-74	147	6	.	.	PUNCT
ajema-74	148	1	(	(	PUNCT
ajema-74	148	2	2022,february	2022,february	NUM
ajema-74	148	3	)	)	PUNCT
ajema-74	148	4	.	.	PUNCT
ajema-74	149	1	optimizing	optimize	VERB
ajema-74	149	2	teradata	teradata	NOUN
ajema-74	149	3	,	,	PUNCT
ajema-74	149	4	hive	hive	NOUN
ajema-74	149	5	sql	sql	NOUN
ajema-74	149	6	,	,	PUNCT
ajema-74	149	7	and	and	CCONJ
ajema-74	149	8	pyspark	pyspark	NOUN
ajema-74	149	9	for	for	ADP
ajema-74	149	10	enterprise	enterprise	NOUN
ajema-74	149	11	-	-	PUNCT
ajema-74	149	12	scale	scale	NOUN
ajema-74	149	13	financial	financial	ADJ
ajema-74	149	14	workloads	workload	NOUN
ajema-74	149	15	with	with	ADP
ajema-74	149	16	distributed	distributed	ADJ
ajema-74	149	17	and	and	CCONJ
ajema-74	149	18	parallel	parallel	ADJ
ajema-74	149	19	computing	computing	NOUN
ajema-74	149	20	.	.	PUNCT
ajema-74	150	1	journal	journal	NOUN
ajema-74	150	2	of	of	ADP
ajema-74	150	3	computational	computational	ADJ
ajema-74	150	4	analysis	analysis	NOUN
ajema-74	150	5	and	and	CCONJ
ajema-74	150	6	applications	application	NOUN
ajema-74	150	7	(	(	PUNCT
ajema-74	150	8	jocaaa	jocaaa	NOUN
ajema-74	150	9	)	)	PUNCT
ajema-74	150	10	,	,	PUNCT
ajema-74	150	11	30(2	30(2	NUM
ajema-74	150	12	)	)	PUNCT
ajema-74	150	13	,	,	PUNCT
ajema-74	150	14	730–743	730–743	NUM
ajema-74	150	15	.	.	PUNCT
ajema-74	151	1	retrieved	retrieve	VERB
ajema-74	151	2	from	from	ADP
ajema-74	151	3	https://www.eudoxuspress.com/index.php/pub/article/view/3441	https://www.eudoxuspress.com/index.php/pub/article/view/3441	NOUN
ajema-74	151	4	8	8	NUM
ajema-74	151	5	.	.	PUNCT
ajema-74	152	1	sukesh	sukesh	PROPN
ajema-74	152	2	reddy	reddy	PROPN
ajema-74	152	3	kotha	kotha	PROPN
ajema-74	152	4	.	.	PUNCT
ajema-74	153	1	(	(	PUNCT
ajema-74	153	2	2023	2023	NUM
ajema-74	153	3	)	)	PUNCT
ajema-74	153	4	.	.	PUNCT
ajema-74	154	1	end	end	NOUN
ajema-74	154	2	-	-	PUNCT
ajema-74	154	3	to	to	ADP
ajema-74	154	4	-	-	PUNCT
ajema-74	154	5	end	end	NOUN
ajema-74	154	6	automation	automation	NOUN
ajema-74	154	7	of	of	ADP
ajema-74	154	8	business	business	NOUN
ajema-74	154	9	reporting	reporting	NOUN
ajema-74	154	10	with	with	ADP
ajema-74	154	11	alteryx	alteryx	NOUN
ajema-74	154	12	and	and	CCONJ
ajema-74	154	13	python	python	PROPN
ajema-74	154	14	.	.	PUNCT
ajema-74	155	1	international	international	ADJ
ajema-74	155	2	journal	journal	PROPN
ajema-74	155	3	on	on	ADP
ajema-74	155	4	recent	recent	ADJ
ajema-74	155	5	and	and	CCONJ
ajema-74	155	6	innovation	innovation	NOUN
ajema-74	155	7	trends	trend	NOUN
ajema-74	155	8	in	in	ADP
ajema-74	155	9	computing	computing	NOUN
ajema-74	155	10	and	and	CCONJ
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ajema-74	166	8	.	.	PUNCT
ajema-74	167	1	international	international	ADJ
ajema-74	167	2	journal	journal	PROPN
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ajema-74	169	18	.	.	PUNCT
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ajema-74	170	5	.	.	PUNCT
ajema-74	171	1	12	12	NUM
ajema-74	171	2	,	,	PUNCT
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ajema-74	171	7	.	.	PUNCT
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ajema-74	173	3	)	)	PUNCT
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ajema-74	174	13	.	.	PUNCT
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ajema-74	175	9	,	,	PUNCT
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ajema-74	176	20	in	in	ADP
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ajema-74	177	22	,	,	PUNCT
ajema-74	177	23	engineering	engineering	NOUN
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ajema-74	179	5	.	.	PUNCT
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ajema-74	180	2	,	,	PUNCT
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ajema-74	180	4	,	,	PUNCT
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ajema-74	181	4	backend	backend	NOUN
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ajema-74	181	8	bi	bi	NOUN
ajema-74	181	9	systems	system	NOUN
ajema-74	181	10	.	.	PUNCT
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ajema-74	182	18	.	.	PUNCT
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ajema-74	183	8	.	.	PUNCT
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ajema-74	184	2	,	,	PUNCT
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ajema-74	185	5	data	data	NOUN
ajema-74	185	6	-	-	PUNCT
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ajema-74	185	13	.	.	PUNCT
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ajema-74	186	5	21(1	21(1	NUM
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ajema-74	186	7	,	,	PUNCT
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ajema-74	186	9	.	.	PUNCT
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