id	sid	tid	token	lemma	pos
ajtas-3077	1	1	american	american	PROPN
ajtas-3077	1	2	journal	journal	PROPN
ajtas-3077	1	3	of	of	ADP
ajtas-3077	1	4	technology	technology	NOUN
ajtas-3077	1	5	and	and	CCONJ
ajtas-3077	1	6	applied	apply	VERB
ajtas-3077	1	7	sciences	sciences	PROPN
ajtas-3077	1	8	issn	issn	X
ajtas-3077	1	9	(	(	PUNCT
ajtas-3077	1	10	e	e	NOUN
ajtas-3077	1	11	):	):	PUNCT
ajtas-3077	1	12	2832	2832	NUM
ajtas-3077	1	13	-	-	SYM
ajtas-3077	1	14	1766	1766	NUM
ajtas-3077	1	15	volume	volume	NOUN
ajtas-3077	1	16	38	38	NUM
ajtas-3077	1	17	,	,	PUNCT
ajtas-3077	1	18	july	july	PROPN
ajtas-3077	1	19	2025	2025	NUM
ajtas-3077	1	20	p	p	NOUN
ajtas-3077	1	21	a	a	DET
ajtas-3077	1	22	g	g	NOUN
ajtas-3077	1	23	e	e	NOUN
ajtas-3077	1	24	|	|	ADV
ajtas-3077	1	25	29	29	NUM
ajtas-3077	1	26	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3077	1	27	problems	problem	NOUN
ajtas-3077	1	28	and	and	CCONJ
ajtas-3077	1	29	prospects	prospect	NOUN
ajtas-3077	1	30	of	of	ADP
ajtas-3077	1	31	integration	integration	NOUN
ajtas-3077	1	32	of	of	ADP
ajtas-3077	1	33	data	datum	NOUN
ajtas-3077	1	34	governance	governance	NOUN
ajtas-3077	1	35	with	with	ADP
ajtas-3077	1	36	multicloud	multicloud	NOUN
ajtas-3077	1	37	platforms	platform	NOUN
ajtas-3077	1	38	alisher	alisher	PROPN
ajtas-3077	1	39	serikbayev	serikbayev	PROPN
ajtas-3077	1	40	,	,	PUNCT
ajtas-3077	1	41	it	it	PRON
ajtas-3077	1	42	expert	expert	NOUN
ajtas-3077	1	43	,	,	PUNCT
ajtas-3077	1	44	usa	usa	PROPN
ajtas-3077	1	45	a	a	DET
ajtas-3077	1	46	b	b	PROPN
ajtas-3077	1	47	s	s	ADP
ajtas-3077	1	48	t	t	PROPN
ajtas-3077	1	49	r	r	NOUN
ajtas-3077	1	50	a	a	DET
ajtas-3077	1	51	c	c	NOUN
ajtas-3077	1	52	t	t	NOUN
ajtas-3077	1	53	k	k	X
ajtas-3077	1	54	e	e	PROPN
ajtas-3077	1	55	y	y	PROPN
ajtas-3077	1	56	w	w	NOUN
ajtas-3077	2	1	o	o	NOUN
ajtas-3077	2	2	r	r	NOUN
ajtas-3077	2	3	d	d	PROPN
ajtas-3077	2	4	s	s	VERB
ajtas-3077	2	5	this	this	DET
ajtas-3077	2	6	article	article	NOUN
ajtas-3077	2	7	examines	examine	VERB
ajtas-3077	2	8	the	the	DET
ajtas-3077	2	9	key	key	ADJ
ajtas-3077	2	10	issues	issue	NOUN
ajtas-3077	2	11	and	and	CCONJ
ajtas-3077	2	12	prospects	prospect	NOUN
ajtas-3077	2	13	for	for	ADP
ajtas-3077	2	14	integrating	integrate	VERB
ajtas-3077	2	15	data	datum	NOUN
ajtas-3077	2	16	management	management	NOUN
ajtas-3077	2	17	practices	practice	NOUN
ajtas-3077	2	18	(	(	PUNCT
ajtas-3077	2	19	data	datum	NOUN
ajtas-3077	2	20	governance	governance	NOUN
ajtas-3077	2	21	)	)	PUNCT
ajtas-3077	2	22	in	in	ADP
ajtas-3077	2	23	multi	multi	ADJ
ajtas-3077	2	24	-	-	ADJ
ajtas-3077	2	25	cloud	cloud	ADJ
ajtas-3077	2	26	environments	environment	NOUN
ajtas-3077	2	27	.	.	PUNCT
ajtas-3077	3	1	the	the	DET
ajtas-3077	3	2	main	main	ADJ
ajtas-3077	3	3	challenges	challenge	NOUN
ajtas-3077	3	4	arising	arise	VERB
ajtas-3077	3	5	in	in	ADP
ajtas-3077	3	6	the	the	DET
ajtas-3077	3	7	context	context	NOUN
ajtas-3077	3	8	of	of	ADP
ajtas-3077	3	9	multi	multi	ADJ
ajtas-3077	3	10	-	-	ADJ
ajtas-3077	3	11	cloud	cloud	ADJ
ajtas-3077	3	12	architectures	architecture	NOUN
ajtas-3077	3	13	are	be	AUX
ajtas-3077	3	14	identified	identify	VERB
ajtas-3077	3	15	and	and	CCONJ
ajtas-3077	3	16	systematized	systematize	VERB
ajtas-3077	3	17	,	,	PUNCT
ajtas-3077	3	18	including	include	VERB
ajtas-3077	3	19	technical	technical	ADJ
ajtas-3077	3	20	,	,	PUNCT
ajtas-3077	3	21	organizational	organizational	ADJ
ajtas-3077	3	22	and	and	CCONJ
ajtas-3077	3	23	legal	legal	ADJ
ajtas-3077	3	24	aspects	aspect	NOUN
ajtas-3077	3	25	.	.	PUNCT
ajtas-3077	4	1	an	an	DET
ajtas-3077	4	2	analysis	analysis	NOUN
ajtas-3077	4	3	of	of	ADP
ajtas-3077	4	4	the	the	DET
ajtas-3077	4	5	impact	impact	NOUN
ajtas-3077	4	6	of	of	ADP
ajtas-3077	4	7	multi	multi	NOUN
ajtas-3077	4	8	-	-	NOUN
ajtas-3077	4	9	clouds	cloud	NOUN
ajtas-3077	4	10	on	on	ADP
ajtas-3077	4	11	data	datum	NOUN
ajtas-3077	4	12	management	management	NOUN
ajtas-3077	4	13	processes	process	NOUN
ajtas-3077	4	14	is	be	AUX
ajtas-3077	4	15	conducted	conduct	VERB
ajtas-3077	4	16	,	,	PUNCT
ajtas-3077	4	17	and	and	CCONJ
ajtas-3077	4	18	approaches	approach	NOUN
ajtas-3077	4	19	to	to	ADP
ajtas-3077	4	20	overcoming	overcome	VERB
ajtas-3077	4	21	the	the	DET
ajtas-3077	4	22	identified	identify	VERB
ajtas-3077	4	23	difficulties	difficulty	NOUN
ajtas-3077	4	24	are	be	AUX
ajtas-3077	4	25	proposed	propose	VERB
ajtas-3077	4	26	.	.	PUNCT
ajtas-3077	5	1	in	in	ADP
ajtas-3077	5	2	conclusion	conclusion	NOUN
ajtas-3077	5	3	,	,	PUNCT
ajtas-3077	5	4	strategic	strategic	ADJ
ajtas-3077	5	5	directions	direction	NOUN
ajtas-3077	5	6	for	for	ADP
ajtas-3077	5	7	further	further	ADJ
ajtas-3077	5	8	research	research	NOUN
ajtas-3077	5	9	and	and	CCONJ
ajtas-3077	5	10	practical	practical	ADJ
ajtas-3077	5	11	development	development	NOUN
ajtas-3077	5	12	in	in	ADP
ajtas-3077	5	13	this	this	DET
ajtas-3077	5	14	area	area	NOUN
ajtas-3077	5	15	are	be	AUX
ajtas-3077	5	16	outlined	outline	VERB
ajtas-3077	5	17	,	,	PUNCT
ajtas-3077	5	18	which	which	PRON
ajtas-3077	5	19	allows	allow	VERB
ajtas-3077	5	20	for	for	ADP
ajtas-3077	5	21	the	the	DET
ajtas-3077	5	22	formation	formation	NOUN
ajtas-3077	5	23	of	of	ADP
ajtas-3077	5	24	a	a	DET
ajtas-3077	5	25	comprehensive	comprehensive	ADJ
ajtas-3077	5	26	vision	vision	NOUN
ajtas-3077	5	27	of	of	ADP
ajtas-3077	5	28	solving	solve	VERB
ajtas-3077	5	29	the	the	DET
ajtas-3077	5	30	problem	problem	NOUN
ajtas-3077	5	31	of	of	ADP
ajtas-3077	5	32	ensuring	ensure	VERB
ajtas-3077	5	33	data	datum	NOUN
ajtas-3077	5	34	integrity	integrity	NOUN
ajtas-3077	5	35	and	and	CCONJ
ajtas-3077	5	36	security	security	NOUN
ajtas-3077	5	37	in	in	ADP
ajtas-3077	5	38	distributed	distribute	VERB
ajtas-3077	5	39	cloud	cloud	NOUN
ajtas-3077	5	40	infrastructures	infrastructure	NOUN
ajtas-3077	5	41	.	.	PUNCT
ajtas-3077	6	1	data	datum	NOUN
ajtas-3077	6	2	governance	governance	NOUN
ajtas-3077	6	3	,	,	PUNCT
ajtas-3077	6	4	multicloud	multicloud	NOUN
ajtas-3077	6	5	,	,	PUNCT
ajtas-3077	6	6	multicloud	multicloud	NOUN
ajtas-3077	6	7	platforms	platform	NOUN
ajtas-3077	6	8	,	,	PUNCT
ajtas-3077	6	9	policy	policy	NOUN
ajtas-3077	6	10	-	-	PUNCT
ajtas-3077	6	11	as	as	ADP
ajtas-3077	6	12	-	-	PUNCT
ajtas-3077	6	13	code	code	NOUN
ajtas-3077	6	14	(	(	PUNCT
ajtas-3077	6	15	pac	pac	PROPN
ajtas-3077	6	16	)	)	PUNCT
ajtas-3077	6	17	,	,	PUNCT
ajtas-3077	6	18	open	open	ADJ
ajtas-3077	6	19	policy	policy	NOUN
ajtas-3077	6	20	agent	agent	NOUN
ajtas-3077	6	21	(	(	PUNCT
ajtas-3077	6	22	opa	opa	NOUN
ajtas-3077	6	23	)	)	PUNCT
ajtas-3077	6	24	,	,	PUNCT
ajtas-3077	6	25	zero	zero	NUM
ajtas-3077	6	26	trust	trust	NOUN
ajtas-3077	6	27	,	,	PUNCT
ajtas-3077	6	28	data	datum	NOUN
ajtas-3077	6	29	mesh	mesh	NOUN
ajtas-3077	6	30	,	,	PUNCT
ajtas-3077	6	31	federated	federated	ADJ
ajtas-3077	6	32	governance	governance	NOUN
ajtas-3077	6	33	,	,	PUNCT
ajtas-3077	6	34	cloud	cloud	NOUN
ajtas-3077	6	35	repatriation	repatriation	NOUN
ajtas-3077	6	36	,	,	PUNCT
ajtas-3077	6	37	gaia	gaia	PROPN
ajtas-3077	6	38	-	-	PUNCT
ajtas-3077	6	39	x	x	NOUN
ajtas-3077	6	40	,	,	PUNCT
ajtas-3077	6	41	aidriven	aidriven	ADJ
ajtas-3077	6	42	governance	governance	NOUN
ajtas-3077	6	43	,	,	PUNCT
ajtas-3077	6	44	edge	edge	NOUN
ajtas-3077	6	45	computing	computing	NOUN
ajtas-3077	6	46	,	,	PUNCT
ajtas-3077	6	47	finops	finop	NOUN
ajtas-3077	6	48	,	,	PUNCT
ajtas-3077	6	49	secure	secure	VERB
ajtas-3077	6	50	multi	multi	ADJ
ajtas-3077	6	51	-	-	ADJ
ajtas-3077	6	52	party	party	ADJ
ajtas-3077	6	53	computation	computation	NOUN
ajtas-3077	6	54	(	(	PUNCT
ajtas-3077	6	55	mpc	mpc	NOUN
ajtas-3077	6	56	)	)	PUNCT
ajtas-3077	6	57	,	,	PUNCT
ajtas-3077	6	58	fully	fully	ADV
ajtas-3077	6	59	homomorphic	homomorphic	ADJ
ajtas-3077	6	60	encryption	encryption	NOUN
ajtas-3077	6	61	(	(	PUNCT
ajtas-3077	6	62	fhe	fhe	PROPN
ajtas-3077	6	63	)	)	PUNCT
ajtas-3077	6	64	,	,	PUNCT
ajtas-3077	6	65	compliance	compliance	NOUN
ajtas-3077	6	66	in	in	ADP
ajtas-3077	6	67	cloudy	cloudy	ADJ
ajtas-3077	6	68	environments	environment	NOUN
ajtas-3077	6	69	,	,	PUNCT
ajtas-3077	6	70	sovereignty	sovereignty	NOUN
ajtas-3077	6	71	data	datum	NOUN
ajtas-3077	6	72	.	.	PUNCT
ajtas-3077	7	1	introduction	introduction	NOUN
ajtas-3077	7	2	in	in	ADP
ajtas-3077	7	3	the	the	DET
ajtas-3077	7	4	enterprise	enterprise	NOUN
ajtas-3077	7	5	space	space	NOUN
ajtas-3077	7	6	,	,	PUNCT
ajtas-3077	7	7	there	there	PRON
ajtas-3077	7	8	is	be	VERB
ajtas-3077	7	9	growing	grow	VERB
ajtas-3077	7	10	interest	interest	NOUN
ajtas-3077	7	11	in	in	ADP
ajtas-3077	7	12	multi	multi	ADJ
ajtas-3077	7	13	-	-	ADJ
ajtas-3077	7	14	cloud	cloud	ADJ
ajtas-3077	7	15	strategies	strategy	NOUN
ajtas-3077	7	16	,	,	PUNCT
ajtas-3077	7	17	which	which	PRON
ajtas-3077	7	18	involve	involve	VERB
ajtas-3077	7	19	using	use	VERB
ajtas-3077	7	20	services	service	NOUN
ajtas-3077	7	21	from	from	ADP
ajtas-3077	7	22	multiple	multiple	ADJ
ajtas-3077	7	23	cloud	cloud	NOUN
ajtas-3077	7	24	service	service	NOUN
ajtas-3077	7	25	providers	provider	NOUN
ajtas-3077	7	26	(	(	PUNCT
ajtas-3077	7	27	public	public	ADJ
ajtas-3077	7	28	,	,	PUNCT
ajtas-3077	7	29	private	private	ADJ
ajtas-3077	7	30	,	,	PUNCT
ajtas-3077	7	31	hybrid	hybrid	NOUN
ajtas-3077	7	32	)	)	PUNCT
ajtas-3077	7	33	.	.	PUNCT
ajtas-3077	8	1	according	accord	VERB
ajtas-3077	8	2	to	to	ADP
ajtas-3077	8	3	iso	iso	NOUN
ajtas-3077	8	4	/	/	SYM
ajtas-3077	8	5	iec	iec	PROPN
ajtas-3077	8	6	22123	22123	NUM
ajtas-3077	8	7	-	-	SYM
ajtas-3077	8	8	1	1	NUM
ajtas-3077	8	9	,	,	PUNCT
ajtas-3077	8	10	multicloud	multicloud	NOUN
ajtas-3077	8	11	is	be	AUX
ajtas-3077	8	12	defined	define	VERB
ajtas-3077	8	13	as	as	ADP
ajtas-3077	8	14	a	a	DET
ajtas-3077	8	15	deployment	deployment	NOUN
ajtas-3077	8	16	model	model	NOUN
ajtas-3077	8	17	that	that	PRON
ajtas-3077	8	18	uses	use	VERB
ajtas-3077	8	19	more	more	ADJ
ajtas-3077	8	20	than	than	ADP
ajtas-3077	8	21	one	one	NUM
ajtas-3077	8	22	cloud	cloud	NOUN
ajtas-3077	8	23	service	service	NOUN
ajtas-3077	8	24	from	from	ADP
ajtas-3077	8	25	different	different	ADJ
ajtas-3077	8	26	providers	provider	NOUN
ajtas-3077	8	27	[	[	X
ajtas-3077	8	28	1	1	NUM
ajtas-3077	8	29	]	]	PUNCT
ajtas-3077	8	30	.	.	PUNCT
ajtas-3077	9	1	the	the	DET
ajtas-3077	9	2	use	use	NOUN
ajtas-3077	9	3	of	of	ADP
ajtas-3077	9	4	multi	multi	ADJ
ajtas-3077	9	5	-	-	ADJ
ajtas-3077	9	6	cloud	cloud	ADJ
ajtas-3077	9	7	environments	environment	NOUN
ajtas-3077	9	8	is	be	AUX
ajtas-3077	9	9	due	due	ADJ
ajtas-3077	9	10	to	to	ADP
ajtas-3077	9	11	a	a	DET
ajtas-3077	9	12	number	number	NOUN
ajtas-3077	9	13	of	of	ADP
ajtas-3077	9	14	strategic	strategic	ADJ
ajtas-3077	9	15	advantages	advantage	NOUN
ajtas-3077	9	16	:	:	PUNCT
ajtas-3077	9	17	1architectural	1architectural	NUM
ajtas-3077	9	18	stability	stability	NOUN
ajtas-3077	9	19	.	.	PUNCT
ajtas-3077	10	1	failure	failure	NOUN
ajtas-3077	10	2	of	of	ADP
ajtas-3077	10	3	one	one	NUM
ajtas-3077	10	4	provider	provider	NOUN
ajtas-3077	10	5	does	do	AUX
ajtas-3077	10	6	not	not	PART
ajtas-3077	10	7	lead	lead	VERB
ajtas-3077	10	8	to	to	ADP
ajtas-3077	10	9	complete	complete	ADJ
ajtas-3077	10	10	system	system	NOUN
ajtas-3077	10	11	inoperability	inoperability	NOUN
ajtas-3077	10	12	,	,	PUNCT
ajtas-3077	10	13	which	which	PRON
ajtas-3077	10	14	ensures	ensure	VERB
ajtas-3077	10	15	high	high	ADJ
ajtas-3077	10	16	fault	fault	NOUN
ajtas-3077	10	17	tolerance	tolerance	NOUN
ajtas-3077	10	18	and	and	CCONJ
ajtas-3077	10	19	continuity	continuity	NOUN
ajtas-3077	10	20	of	of	ADP
ajtas-3077	10	21	business	business	NOUN
ajtas-3077	10	22	processes	process	NOUN
ajtas-3077	10	23	.	.	PUNCT
ajtas-3077	11	1	2	2	X
ajtas-3077	11	2	.	.	NOUN
ajtas-3077	11	3	flexibility	flexibility	NOUN
ajtas-3077	11	4	and	and	CCONJ
ajtas-3077	11	5	specialization	specialization	NOUN
ajtas-3077	11	6	.	.	PUNCT
ajtas-3077	12	1	multi	multi	ADJ
ajtas-3077	12	2	-	-	ADJ
ajtas-3077	12	3	cloud	cloud	ADJ
ajtas-3077	12	4	environments	environment	NOUN
ajtas-3077	12	5	allow	allow	VERB
ajtas-3077	12	6	you	you	PRON
ajtas-3077	12	7	to	to	PART
ajtas-3077	12	8	use	use	VERB
ajtas-3077	12	9	each	each	DET
ajtas-3077	12	10	provider	provider	NOUN
ajtas-3077	12	11	’s	’s	PART
ajtas-3077	12	12	unique	unique	ADJ
ajtas-3077	12	13	,	,	PUNCT
ajtas-3077	12	14	specialized	specialized	ADJ
ajtas-3077	12	15	services	service	NOUN
ajtas-3077	12	16	,	,	PUNCT
ajtas-3077	12	17	for	for	ADP
ajtas-3077	12	18	example	example	NOUN
ajtas-3077	12	19	,	,	PUNCT
ajtas-3077	12	20	for	for	ADP
ajtas-3077	12	21	processing	process	VERB
ajtas-3077	12	22	big	big	ADJ
ajtas-3077	12	23	data	datum	NOUN
ajtas-3077	12	24	or	or	CCONJ
ajtas-3077	12	25	machine	machine	NOUN
ajtas-3077	12	26	learning	learning	NOUN
ajtas-3077	12	27	.	.	PUNCT
ajtas-3077	13	1	3	3	X
ajtas-3077	13	2	.	.	X
ajtas-3077	13	3	avoiding	avoid	VERB
ajtas-3077	13	4	dependence	dependence	NOUN
ajtas-3077	13	5	on	on	ADP
ajtas-3077	13	6	a	a	DET
ajtas-3077	13	7	single	single	ADJ
ajtas-3077	13	8	vendor	vendor	NOUN
ajtas-3077	13	9	lock	lock	NOUN
ajtas-3077	13	10	-	-	PUNCT
ajtas-3077	13	11	in	in	NOUN
ajtas-3077	13	12	)	)	PUNCT
ajtas-3077	13	13	.	.	PUNCT
ajtas-3077	14	1	distributing	distribute	VERB
ajtas-3077	14	2	the	the	DET
ajtas-3077	14	3	load	load	NOUN
ajtas-3077	14	4	and	and	CCONJ
ajtas-3077	14	5	data	datum	NOUN
ajtas-3077	14	6	across	across	ADP
ajtas-3077	14	7	multiple	multiple	ADJ
ajtas-3077	14	8	providers	provider	NOUN
ajtas-3077	14	9	reduces	reduce	VERB
ajtas-3077	14	10	the	the	DET
ajtas-3077	14	11	risk	risk	NOUN
ajtas-3077	14	12	of	of	ADP
ajtas-3077	14	13	becoming	become	VERB
ajtas-3077	14	14	dependent	dependent	ADJ
ajtas-3077	14	15	on	on	ADP
ajtas-3077	14	16	a	a	DET
ajtas-3077	14	17	single	single	ADJ
ajtas-3077	14	18	vendor	vendor	NOUN
ajtas-3077	14	19	,	,	PUNCT
ajtas-3077	14	20	which	which	PRON
ajtas-3077	14	21	is	be	AUX
ajtas-3077	14	22	especially	especially	ADV
ajtas-3077	14	23	important	important	ADJ
ajtas-3077	14	24	in	in	ADP
ajtas-3077	14	25	the	the	DET
ajtas-3077	14	26	case	case	NOUN
ajtas-3077	14	27	of	of	ADP
ajtas-3077	14	28	long	long	ADJ
ajtas-3077	14	29	-	-	PUNCT
ajtas-3077	14	30	term	term	NOUN
ajtas-3077	14	31	contracts	contract	NOUN
ajtas-3077	14	32	and	and	CCONJ
ajtas-3077	14	33	the	the	DET
ajtas-3077	14	34	use	use	NOUN
ajtas-3077	14	35	of	of	ADP
ajtas-3077	14	36	proprietary	proprietary	ADJ
ajtas-3077	14	37	apis	apis	NOUN
ajtas-3077	14	38	[	[	X
ajtas-3077	14	39	2	2	NUM
ajtas-3077	14	40	]	]	PUNCT
ajtas-3077	14	41	.	.	PUNCT
ajtas-3077	15	1	despite	despite	SCONJ
ajtas-3077	15	2	the	the	DET
ajtas-3077	15	3	obvious	obvious	ADJ
ajtas-3077	15	4	benefits	benefit	NOUN
ajtas-3077	15	5	,	,	PUNCT
ajtas-3077	15	6	multi	multi	ADJ
ajtas-3077	15	7	-	-	ADJ
ajtas-3077	15	8	cloud	cloud	ADJ
ajtas-3077	15	9	environments	environment	NOUN
ajtas-3077	15	10	pose	pose	VERB
ajtas-3077	15	11	serious	serious	ADJ
ajtas-3077	15	12	challenges	challenge	NOUN
ajtas-3077	15	13	for	for	ADP
ajtas-3077	15	14	data	data	NOUN
ajtas-3077	15	15	management	management	NOUN
ajtas-3077	15	16	(	(	PUNCT
ajtas-3077	15	17	data	data	NOUN
ajtas-3077	15	18	governance	governance	NOUN
ajtas-3077	15	19	):	):	PUNCT
ajtas-3077	15	20	american	american	PROPN
ajtas-3077	15	21	journal	journal	PROPN
ajtas-3077	15	22	of	of	ADP
ajtas-3077	15	23	technology	technology	NOUN
ajtas-3077	15	24	and	and	CCONJ
ajtas-3077	15	25	applied	apply	VERB
ajtas-3077	15	26	sciences	science	NOUN
ajtas-3077	15	27	38	38	NUM
ajtas-3077	15	28	,	,	PUNCT
ajtas-3077	15	29	july	july	PROPN
ajtas-3077	15	30	2025	2025	NUM
ajtas-3077	15	31	p	p	NOUN
ajtas-3077	15	32	a	a	DET
ajtas-3077	15	33	g	g	NOUN
ajtas-3077	15	34	e	e	NOUN
ajtas-3077	15	35	|	|	ADV
ajtas-3077	15	36	30	30	NUM
ajtas-3077	15	37	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3077	15	38	1	1	NUM
ajtas-3077	15	39	.	.	PUNCT
ajtas-3077	15	40	fragmentation	fragmentation	NOUN
ajtas-3077	15	41	and	and	CCONJ
ajtas-3077	15	42	complexity	complexity	NOUN
ajtas-3077	15	43	of	of	ADP
ajtas-3077	15	44	management	management	NOUN
ajtas-3077	15	45	.	.	PUNCT
ajtas-3077	16	1	each	each	DET
ajtas-3077	16	2	provider	provider	NOUN
ajtas-3077	16	3	offers	offer	VERB
ajtas-3077	16	4	its	its	PRON
ajtas-3077	16	5	own	own	ADJ
ajtas-3077	16	6	tools	tool	NOUN
ajtas-3077	16	7	,	,	PUNCT
ajtas-3077	16	8	security	security	NOUN
ajtas-3077	16	9	models	model	NOUN
ajtas-3077	16	10	and	and	CCONJ
ajtas-3077	16	11	metadata	metadata	NOUN
ajtas-3077	16	12	formats	format	NOUN
ajtas-3077	16	13	,	,	PUNCT
ajtas-3077	16	14	which	which	PRON
ajtas-3077	16	15	complicates	complicate	VERB
ajtas-3077	16	16	control	control	NOUN
ajtas-3077	16	17	,	,	PUNCT
ajtas-3077	16	18	audit	audit	NOUN
ajtas-3077	16	19	and	and	CCONJ
ajtas-3077	16	20	creates	create	VERB
ajtas-3077	16	21	«	«	PUNCT
ajtas-3077	16	22	dark	dark	ADJ
ajtas-3077	16	23	areas	area	NOUN
ajtas-3077	16	24	»	»	PUNCT
ajtas-3077	16	25	in	in	ADP
ajtas-3077	16	26	access	access	NOUN
ajtas-3077	16	27	and	and	CCONJ
ajtas-3077	16	28	data	datum	NOUN
ajtas-3077	16	29	management	management	NOUN
ajtas-3077	16	30	.	.	PUNCT
ajtas-3077	17	1	2	2	X
ajtas-3077	17	2	.	.	X
ajtas-3077	17	3	security	security	NOUN
ajtas-3077	17	4	issues	issue	NOUN
ajtas-3077	17	5	.	.	PUNCT
ajtas-3077	18	1	in	in	ADP
ajtas-3077	18	2	the	the	DET
ajtas-3077	18	3	scientific	scientific	ADJ
ajtas-3077	18	4	article	article	NOUN
ajtas-3077	18	5	«	«	PUNCT
ajtas-3077	18	6	cybersecurity	cybersecurity	NOUN
ajtas-3077	18	7	risks	risk	NOUN
ajtas-3077	18	8	in	in	ADP
ajtas-3077	18	9	multi	multi	ADJ
ajtas-3077	18	10	-	-	ADJ
ajtas-3077	18	11	cloud	cloud	ADJ
ajtas-3077	18	12	environments	environment	NOUN
ajtas-3077	18	13	»	»	PUNCT
ajtas-3077	18	14	identified	identify	VERB
ajtas-3077	18	15	increased	increase	VERB
ajtas-3077	18	16	risks	risk	NOUN
ajtas-3077	18	17	:	:	PUNCT
ajtas-3077	18	18	mismatched	mismatch	VERB
ajtas-3077	18	19	authentication	authentication	NOUN
ajtas-3077	18	20	mechanisms	mechanism	NOUN
ajtas-3077	18	21	,	,	PUNCT
ajtas-3077	18	22	different	different	ADJ
ajtas-3077	18	23	levels	level	NOUN
ajtas-3077	18	24	of	of	ADP
ajtas-3077	18	25	protection	protection	NOUN
ajtas-3077	18	26	,	,	PUNCT
ajtas-3077	18	27	api	api	NOUN
ajtas-3077	18	28	vulnerabilities	vulnerability	NOUN
ajtas-3077	18	29	and	and	CCONJ
ajtas-3077	18	30	new	new	ADJ
ajtas-3077	18	31	attack	attack	NOUN
ajtas-3077	18	32	vectors	vector	NOUN
ajtas-3077	18	33	associated	associate	VERB
ajtas-3077	18	34	with	with	ADP
ajtas-3077	18	35	a	a	DET
ajtas-3077	18	36	complex	complex	ADJ
ajtas-3077	18	37	structure	structure	NOUN
ajtas-3077	18	38	[	[	X
ajtas-3077	18	39	3	3	NUM
ajtas-3077	18	40	]	]	PUNCT
ajtas-3077	18	41	.	.	PUNCT
ajtas-3077	19	1	3	3	X
ajtas-3077	19	2	.	.	X
ajtas-3077	19	3	regulatory	regulatory	ADJ
ajtas-3077	19	4	compliance	compliance	NOUN
ajtas-3077	19	5	.	.	PUNCT
ajtas-3077	20	1	the	the	DET
ajtas-3077	20	2	distribution	distribution	NOUN
ajtas-3077	20	3	of	of	ADP
ajtas-3077	20	4	data	datum	NOUN
ajtas-3077	20	5	across	across	ADP
ajtas-3077	20	6	multiple	multiple	ADJ
ajtas-3077	20	7	jurisdictions	jurisdiction	NOUN
ajtas-3077	20	8	makes	make	VERB
ajtas-3077	20	9	it	it	PRON
ajtas-3077	20	10	difficult	difficult	ADJ
ajtas-3077	20	11	to	to	PART
ajtas-3077	20	12	track	track	VERB
ajtas-3077	20	13	and	and	CCONJ
ajtas-3077	20	14	requires	require	VERB
ajtas-3077	20	15	careful	careful	ADJ
ajtas-3077	20	16	consideration	consideration	NOUN
ajtas-3077	20	17	of	of	ADP
ajtas-3077	20	18	its	its	PRON
ajtas-3077	20	19	storage	storage	NOUN
ajtas-3077	20	20	,	,	PUNCT
ajtas-3077	20	21	encryption	encryption	NOUN
ajtas-3077	20	22	,	,	PUNCT
ajtas-3077	20	23	and	and	CCONJ
ajtas-3077	20	24	cross	cross	ADJ
ajtas-3077	20	25	-	-	ADJ
ajtas-3077	20	26	border	border	ADJ
ajtas-3077	20	27	transfer	transfer	NOUN
ajtas-3077	20	28	,	,	PUNCT
ajtas-3077	20	29	especially	especially	ADV
ajtas-3077	20	30	given	give	VERB
ajtas-3077	20	31	the	the	DET
ajtas-3077	20	32	requirements	requirement	NOUN
ajtas-3077	20	33	of	of	ADP
ajtas-3077	20	34	gdpr	gdpr	NOUN
ajtas-3077	20	35	,	,	PUNCT
ajtas-3077	20	36	hipaa	hipaa	NOUN
ajtas-3077	20	37	,	,	PUNCT
ajtas-3077	20	38	and	and	CCONJ
ajtas-3077	20	39	other	other	ADJ
ajtas-3077	20	40	local	local	ADJ
ajtas-3077	20	41	regulations	regulation	NOUN
ajtas-3077	20	42	.	.	PUNCT
ajtas-3077	21	1	4	4	X
ajtas-3077	21	2	.	.	X
ajtas-3077	21	3	policy	policy	NOUN
ajtas-3077	21	4	consistency	consistency	NOUN
ajtas-3077	21	5	.	.	PUNCT
ajtas-3077	22	1	the	the	DET
ajtas-3077	22	2	diversity	diversity	NOUN
ajtas-3077	22	3	of	of	ADP
ajtas-3077	22	4	providers	provider	NOUN
ajtas-3077	22	5	leads	lead	VERB
ajtas-3077	22	6	to	to	ADP
ajtas-3077	22	7	differences	difference	NOUN
ajtas-3077	22	8	in	in	ADP
ajtas-3077	22	9	access	access	NOUN
ajtas-3077	22	10	,	,	PUNCT
ajtas-3077	22	11	classification	classification	NOUN
ajtas-3077	22	12	,	,	PUNCT
ajtas-3077	22	13	encryption	encryption	NOUN
ajtas-3077	22	14	,	,	PUNCT
ajtas-3077	22	15	and	and	CCONJ
ajtas-3077	22	16	sla	sla	PROPN
ajtas-3077	22	17	policies	policy	NOUN
ajtas-3077	22	18	.	.	PUNCT
ajtas-3077	23	1	in	in	ADP
ajtas-3077	23	2	the	the	DET
ajtas-3077	23	3	«	«	PUNCT
ajtas-3077	23	4	security	security	NOUN
ajtas-3077	23	5	issues	issue	NOUN
ajtas-3077	23	6	in	in	ADP
ajtas-3077	23	7	cloud	cloud	ADJ
ajtas-3077	23	8	environments	environment	NOUN
ajtas-3077	23	9	:	:	PUNCT
ajtas-3077	23	10	a	a	DET
ajtas-3077	23	11	survey	survey	NOUN
ajtas-3077	23	12	»	»	PUNCT
ajtas-3077	23	13	emphasizes	emphasize	VERB
ajtas-3077	23	14	the	the	DET
ajtas-3077	23	15	need	need	NOUN
ajtas-3077	23	16	for	for	ADP
ajtas-3077	23	17	a	a	DET
ajtas-3077	23	18	hybrid	hybrid	ADJ
ajtas-3077	23	19	security	security	NOUN
ajtas-3077	23	20	model	model	NOUN
ajtas-3077	23	21	where	where	SCONJ
ajtas-3077	23	22	compliance	compliance	NOUN
ajtas-3077	23	23	policies	policy	NOUN
ajtas-3077	23	24	are	be	AUX
ajtas-3077	23	25	integrated	integrate	VERB
ajtas-3077	23	26	into	into	ADP
ajtas-3077	23	27	a	a	DET
ajtas-3077	23	28	multi	multi	ADJ
ajtas-3077	23	29	-	-	ADJ
ajtas-3077	23	30	cloud	cloud	ADJ
ajtas-3077	23	31	architecture	architecture	NOUN
ajtas-3077	23	32	[	[	X
ajtas-3077	23	33	4	4	NUM
ajtas-3077	23	34	]	]	PUNCT
ajtas-3077	23	35	.	.	PUNCT
ajtas-3077	24	1	according	accord	VERB
ajtas-3077	24	2	to	to	ADP
ajtas-3077	24	3	forecasts	forecast	NOUN
ajtas-3077	24	4	by	by	ADP
ajtas-3077	24	5	the	the	DET
ajtas-3077	24	6	american	american	PROPN
ajtas-3077	24	7	research	research	PROPN
ajtas-3077	24	8	company	company	PROPN
ajtas-3077	24	9	«	«	PUNCT
ajtas-3077	24	10	gartner	gartner	NOUN
ajtas-3077	24	11	»	»	X
ajtas-3077	24	12	,	,	PUNCT
ajtas-3077	24	13	multi	multi	ADJ
ajtas-3077	24	14	-	-	ADJ
ajtas-3077	24	15	cloud	cloud	ADJ
ajtas-3077	24	16	strategies	strategy	NOUN
ajtas-3077	24	17	will	will	AUX
ajtas-3077	24	18	be	be	AUX
ajtas-3077	24	19	actively	actively	ADV
ajtas-3077	24	20	implemented	implement	VERB
ajtas-3077	24	21	in	in	ADP
ajtas-3077	24	22	more	more	ADJ
ajtas-3077	24	23	than	than	ADP
ajtas-3077	24	24	80	80	NUM
ajtas-3077	24	25	%	%	NOUN
ajtas-3077	24	26	of	of	ADP
ajtas-3077	24	27	large	large	ADJ
ajtas-3077	24	28	organizations	organization	NOUN
ajtas-3077	24	29	.	.	PUNCT
ajtas-3077	25	1	however	however	ADV
ajtas-3077	25	2	,	,	PUNCT
ajtas-3077	25	3	as	as	SCONJ
ajtas-3077	25	4	noted	note	VERB
ajtas-3077	25	5	by	by	ADP
ajtas-3077	25	6	a	a	DET
ajtas-3077	25	7	group	group	NOUN
ajtas-3077	25	8	of	of	ADP
ajtas-3077	25	9	scientists	scientist	NOUN
ajtas-3077	25	10	who	who	PRON
ajtas-3077	25	11	published	publish	VERB
ajtas-3077	25	12	the	the	DET
ajtas-3077	25	13	article	article	NOUN
ajtas-3077	25	14	«	«	PUNCT
ajtas-3077	25	15	a	a	DET
ajtas-3077	25	16	survey	survey	NOUN
ajtas-3077	25	17	study	study	NOUN
ajtas-3077	25	18	on	on	ADP
ajtas-3077	25	19	major	major	ADJ
ajtas-3077	25	20	technical	technical	ADJ
ajtas-3077	25	21	barriers	barrier	NOUN
ajtas-3077	25	22	affecting	affect	VERB
ajtas-3077	25	23	the	the	DET
ajtas-3077	25	24	decision	decision	NOUN
ajtas-3077	25	25	to	to	PART
ajtas-3077	25	26	adopt	adopt	VERB
ajtas-3077	25	27	cloud	cloud	NOUN
ajtas-3077	25	28	services	service	NOUN
ajtas-3077	25	29	»	»	PUNCT
ajtas-3077	25	30	,	,	PUNCT
ajtas-3077	25	31	security	security	NOUN
ajtas-3077	25	32	,	,	PUNCT
ajtas-3077	25	33	privacy	privacy	NOUN
ajtas-3077	25	34	and	and	CCONJ
ajtas-3077	25	35	data	datum	NOUN
ajtas-3077	25	36	portability	portability	NOUN
ajtas-3077	25	37	concerns	concern	NOUN
ajtas-3077	25	38	are	be	AUX
ajtas-3077	25	39	the	the	DET
ajtas-3077	25	40	main	main	ADJ
ajtas-3077	25	41	barriers	barrier	NOUN
ajtas-3077	25	42	to	to	ADP
ajtas-3077	25	43	moving	move	VERB
ajtas-3077	25	44	to	to	ADP
ajtas-3077	25	45	the	the	DET
ajtas-3077	25	46	cloud	cloud	NOUN
ajtas-3077	25	47	[	[	X
ajtas-3077	25	48	5	5	NUM
ajtas-3077	25	49	]	]	PUNCT
ajtas-3077	25	50	.	.	PUNCT
ajtas-3077	26	1	therefore	therefore	ADV
ajtas-3077	26	2	,	,	PUNCT
ajtas-3077	26	3	achieving	achieve	VERB
ajtas-3077	26	4	a	a	DET
ajtas-3077	26	5	balance	balance	NOUN
ajtas-3077	26	6	between	between	ADP
ajtas-3077	26	7	the	the	DET
ajtas-3077	26	8	benefits	benefit	NOUN
ajtas-3077	26	9	of	of	ADP
ajtas-3077	26	10	multicloud	multicloud	NOUN
ajtas-3077	26	11	and	and	CCONJ
ajtas-3077	26	12	the	the	DET
ajtas-3077	26	13	risks	risk	NOUN
ajtas-3077	26	14	is	be	AUX
ajtas-3077	26	15	only	only	ADV
ajtas-3077	26	16	possible	possible	ADJ
ajtas-3077	26	17	with	with	SCONJ
ajtas-3077	26	18	a	a	DET
ajtas-3077	26	19	competent	competent	ADJ
ajtas-3077	26	20	approach	approach	NOUN
ajtas-3077	26	21	to	to	ADP
ajtas-3077	26	22	data	data	NOUN
ajtas-3077	26	23	governance	governance	NOUN
ajtas-3077	26	24	,	,	PUNCT
ajtas-3077	26	25	which	which	PRON
ajtas-3077	26	26	integrates	integrate	VERB
ajtas-3077	26	27	political	political	ADJ
ajtas-3077	26	28	,	,	PUNCT
ajtas-3077	26	29	technical	technical	ADJ
ajtas-3077	26	30	and	and	CCONJ
ajtas-3077	26	31	regulatory	regulatory	ADJ
ajtas-3077	26	32	aspects	aspect	NOUN
ajtas-3077	26	33	into	into	ADP
ajtas-3077	26	34	a	a	DET
ajtas-3077	26	35	single	single	ADJ
ajtas-3077	26	36	strategy	strategy	NOUN
ajtas-3077	26	37	adapted	adapt	VERB
ajtas-3077	26	38	to	to	ADP
ajtas-3077	26	39	a	a	DET
ajtas-3077	26	40	heterogeneous	heterogeneous	ADJ
ajtas-3077	26	41	cloud	cloud	NOUN
ajtas-3077	26	42	environment	environment	NOUN
ajtas-3077	26	43	.	.	PUNCT
ajtas-3077	27	1	integration	integration	NOUN
ajtas-3077	27	2	of	of	ADP
ajtas-3077	27	3	data	datum	NOUN
ajtas-3077	27	4	management	management	NOUN
ajtas-3077	27	5	practices	practice	NOUN
ajtas-3077	27	6	(	(	PUNCT
ajtas-3077	27	7	data	datum	NOUN
ajtas-3077	27	8	governance	governance	NOUN
ajtas-3077	27	9	)	)	PUNCT
ajtas-3077	27	10	in	in	ADP
ajtas-3077	27	11	multi	multi	ADJ
ajtas-3077	27	12	-	-	ADJ
ajtas-3077	27	13	cloud	cloud	ADJ
ajtas-3077	27	14	environments	environment	NOUN
ajtas-3077	27	15	presents	present	VERB
ajtas-3077	27	16	a	a	DET
ajtas-3077	27	17	number	number	NOUN
ajtas-3077	27	18	of	of	ADP
ajtas-3077	27	19	fundamental	fundamental	ADJ
ajtas-3077	27	20	challenges	challenge	NOUN
ajtas-3077	27	21	that	that	PRON
ajtas-3077	27	22	make	make	VERB
ajtas-3077	27	23	it	it	PRON
ajtas-3077	27	24	difficult	difficult	ADJ
ajtas-3077	27	25	to	to	PART
ajtas-3077	27	26	build	build	VERB
ajtas-3077	27	27	a	a	DET
ajtas-3077	27	28	holistic	holistic	ADJ
ajtas-3077	27	29	,	,	PUNCT
ajtas-3077	27	30	secure	secure	ADJ
ajtas-3077	27	31	,	,	PUNCT
ajtas-3077	27	32	and	and	CCONJ
ajtas-3077	27	33	compliant	compliant	ADJ
ajtas-3077	27	34	governance	governance	NOUN
ajtas-3077	27	35	system	system	NOUN
ajtas-3077	27	36	.	.	PUNCT
ajtas-3077	28	1	first	first	ADV
ajtas-3077	28	2	,	,	PUNCT
ajtas-3077	28	3	platform	platform	NOUN
ajtas-3077	28	4	fragmentation	fragmentation	NOUN
ajtas-3077	28	5	and	and	CCONJ
ajtas-3077	28	6	policy	policy	NOUN
ajtas-3077	28	7	incompatibility	incompatibility	NOUN
ajtas-3077	28	8	.	.	PUNCT
ajtas-3077	29	1	the	the	DET
ajtas-3077	29	2	diversity	diversity	NOUN
ajtas-3077	29	3	of	of	ADP
ajtas-3077	29	4	cloud	cloud	NOUN
ajtas-3077	29	5	providers	provider	NOUN
ajtas-3077	29	6	leads	lead	VERB
ajtas-3077	29	7	to	to	ADP
ajtas-3077	29	8	the	the	DET
ajtas-3077	29	9	creation	creation	NOUN
ajtas-3077	29	10	of	of	ADP
ajtas-3077	29	11	a	a	DET
ajtas-3077	29	12	heterogeneous	heterogeneous	ADJ
ajtas-3077	29	13	ecosystem	ecosystem	NOUN
ajtas-3077	29	14	,	,	PUNCT
ajtas-3077	29	15	where	where	SCONJ
ajtas-3077	29	16	each	each	DET
ajtas-3077	29	17	provider	provider	NOUN
ajtas-3077	29	18	uses	use	VERB
ajtas-3077	29	19	its	its	PRON
ajtas-3077	29	20	own	own	ADJ
ajtas-3077	29	21	management	management	NOUN
ajtas-3077	29	22	tools	tool	NOUN
ajtas-3077	29	23	,	,	PUNCT
ajtas-3077	29	24	access	access	NOUN
ajtas-3077	29	25	models	model	NOUN
ajtas-3077	29	26	,	,	PUNCT
ajtas-3077	29	27	metadata	metadata	NOUN
ajtas-3077	29	28	formats	format	NOUN
ajtas-3077	29	29	,	,	PUNCT
ajtas-3077	29	30	and	and	CCONJ
ajtas-3077	29	31	apis	apis	PROPN
ajtas-3077	29	32	.	.	PUNCT
ajtas-3077	30	1	this	this	PRON
ajtas-3077	30	2	significantly	significantly	ADV
ajtas-3077	30	3	reduces	reduce	VERB
ajtas-3077	30	4	interoperability	interoperability	NOUN
ajtas-3077	30	5	and	and	CCONJ
ajtas-3077	30	6	creates	create	VERB
ajtas-3077	30	7	the	the	DET
ajtas-3077	30	8	risk	risk	NOUN
ajtas-3077	30	9	of	of	ADP
ajtas-3077	30	10	conflicting	conflict	VERB
ajtas-3077	30	11	security	security	NOUN
ajtas-3077	30	12	policies	policy	NOUN
ajtas-3077	30	13	.	.	PUNCT
ajtas-3077	31	1	according	accord	VERB
ajtas-3077	31	2	to	to	ADP
ajtas-3077	31	3	experts	expert	NOUN
ajtas-3077	31	4	,	,	PUNCT
ajtas-3077	31	5	interoperability	interoperability	NOUN
ajtas-3077	31	6	and	and	CCONJ
ajtas-3077	31	7	data	datum	NOUN
ajtas-3077	31	8	portability	portability	NOUN
ajtas-3077	31	9	are	be	AUX
ajtas-3077	31	10	key	key	ADJ
ajtas-3077	31	11	challenges	challenge	NOUN
ajtas-3077	31	12	that	that	PRON
ajtas-3077	31	13	are	be	AUX
ajtas-3077	31	14	especially	especially	ADV
ajtas-3077	31	15	aggravated	aggravate	VERB
ajtas-3077	31	16	in	in	ADP
ajtas-3077	31	17	multi	multi	ADJ
ajtas-3077	31	18	-	-	ADJ
ajtas-3077	31	19	cloud	cloud	ADJ
ajtas-3077	31	20	scenarios	scenario	NOUN
ajtas-3077	31	21	due	due	ADP
ajtas-3077	31	22	to	to	ADP
ajtas-3077	31	23	the	the	DET
ajtas-3077	31	24	presence	presence	NOUN
ajtas-3077	31	25	of	of	ADP
ajtas-3077	31	26	conflicting	conflict	VERB
ajtas-3077	31	27	security	security	NOUN
ajtas-3077	31	28	policies	policy	NOUN
ajtas-3077	31	29	[	[	X
ajtas-3077	31	30	6	6	NUM
ajtas-3077	31	31	]	]	PUNCT
ajtas-3077	31	32	.	.	PUNCT
ajtas-3077	32	1	secondly	secondly	ADV
ajtas-3077	32	2	,	,	PUNCT
ajtas-3077	32	3	data	datum	NOUN
ajtas-3077	32	4	fragmentation	fragmentation	NOUN
ajtas-3077	32	5	and	and	CCONJ
ajtas-3077	32	6	shadow	shadow	VERB
ajtas-3077	32	7	it	it	PRON
ajtas-3077	32	8	.	.	PUNCT
ajtas-3077	33	1	data	datum	NOUN
ajtas-3077	33	2	fragmentation	fragmentation	NOUN
ajtas-3077	33	3	occurs	occur	VERB
ajtas-3077	33	4	due	due	ADJ
ajtas-3077	33	5	to	to	ADP
ajtas-3077	33	6	the	the	DET
ajtas-3077	33	7	use	use	NOUN
ajtas-3077	33	8	of	of	ADP
ajtas-3077	33	9	disparate	disparate	ADJ
ajtas-3077	33	10	storage	storage	NOUN
ajtas-3077	33	11	and	and	CCONJ
ajtas-3077	33	12	uncontrolled	uncontrolled	ADJ
ajtas-3077	33	13	access	access	NOUN
ajtas-3077	33	14	channels	channel	NOUN
ajtas-3077	33	15	,	,	PUNCT
ajtas-3077	33	16	known	know	VERB
ajtas-3077	33	17	as	as	ADP
ajtas-3077	33	18	shadow	shadow	NOUN
ajtas-3077	33	19	it	it	PRON
ajtas-3077	33	20	.	.	PUNCT
ajtas-3077	34	1	this	this	PRON
ajtas-3077	34	2	complicates	complicate	VERB
ajtas-3077	34	3	monitoring	monitoring	NOUN
ajtas-3077	34	4	and	and	CCONJ
ajtas-3077	34	5	control	control	NOUN
ajtas-3077	34	6	,	,	PUNCT
ajtas-3077	34	7	which	which	PRON
ajtas-3077	34	8	leads	lead	VERB
ajtas-3077	34	9	to	to	ADP
ajtas-3077	34	10	a	a	DET
ajtas-3077	34	11	loss	loss	NOUN
ajtas-3077	34	12	of	of	ADP
ajtas-3077	34	13	data	datum	NOUN
ajtas-3077	34	14	visibility	visibility	NOUN
ajtas-3077	34	15	and	and	CCONJ
ajtas-3077	34	16	increased	increase	VERB
ajtas-3077	34	17	security	security	NOUN
ajtas-3077	34	18	risks	risk	NOUN
ajtas-3077	34	19	.	.	PUNCT
ajtas-3077	35	1	in	in	ADP
ajtas-3077	35	2	addition	addition	NOUN
ajtas-3077	35	3	,	,	PUNCT
ajtas-3077	35	4	as	as	SCONJ
ajtas-3077	35	5	noted	note	VERB
ajtas-3077	35	6	by	by	ADP
ajtas-3077	35	7	folio3	folio3	PROPN
ajtas-3077	35	8	software	software	NOUN
ajtas-3077	35	9	,	,	PUNCT
ajtas-3077	35	10	the	the	DET
ajtas-3077	35	11	uncontrolled	uncontrolled	ADJ
ajtas-3077	35	12	dissemination	dissemination	NOUN
ajtas-3077	35	13	of	of	ADP
ajtas-3077	35	14	data	datum	NOUN
ajtas-3077	35	15	outside	outside	ADV
ajtas-3077	35	16	of	of	ADP
ajtas-3077	35	17	corporate	corporate	ADJ
ajtas-3077	35	18	it	it	PRON
ajtas-3077	35	19	control	control	NOUN
ajtas-3077	35	20	increases	increase	VERB
ajtas-3077	35	21	the	the	DET
ajtas-3077	35	22	likelihood	likelihood	NOUN
ajtas-3077	35	23	of	of	ADP
ajtas-3077	35	24	leaks	leak	NOUN
ajtas-3077	35	25	and	and	CCONJ
ajtas-3077	35	26	reduces	reduce	VERB
ajtas-3077	35	27	the	the	DET
ajtas-3077	35	28	reliability	reliability	NOUN
ajtas-3077	35	29	of	of	ADP
ajtas-3077	35	30	information	information	NOUN
ajtas-3077	35	31	[	[	X
ajtas-3077	35	32	7	7	NUM
ajtas-3077	35	33	]	]	PUNCT
ajtas-3077	35	34	.	.	PUNCT
ajtas-3077	36	1	third	third	ADJ
ajtas-3077	36	2	,	,	PUNCT
ajtas-3077	36	3	data	datum	NOUN
ajtas-3077	36	4	visibility	visibility	NOUN
ajtas-3077	36	5	and	and	CCONJ
ajtas-3077	36	6	lineage	lineage	NOUN
ajtas-3077	36	7	.	.	PUNCT
ajtas-3077	37	1	the	the	DET
ajtas-3077	37	2	lack	lack	NOUN
ajtas-3077	37	3	of	of	ADP
ajtas-3077	37	4	a	a	DET
ajtas-3077	37	5	single	single	ADJ
ajtas-3077	37	6	catalog	catalog	NOUN
ajtas-3077	37	7	or	or	CCONJ
ajtas-3077	37	8	centralized	centralized	ADJ
ajtas-3077	37	9	system	system	NOUN
ajtas-3077	37	10	for	for	ADP
ajtas-3077	37	11	tracking	track	VERB
ajtas-3077	37	12	the	the	DET
ajtas-3077	37	13	lineage	lineage	NOUN
ajtas-3077	37	14	of	of	ADP
ajtas-3077	37	15	data	datum	NOUN
ajtas-3077	37	16	lineage	lineage	NOUN
ajtas-3077	37	17	)	)	PUNCT
ajtas-3077	37	18	between	between	ADP
ajtas-3077	37	19	different	different	ADJ
ajtas-3077	37	20	platforms	platform	NOUN
ajtas-3077	37	21	seriously	seriously	ADV
ajtas-3077	37	22	hampers	hamper	VERB
ajtas-3077	37	23	quality	quality	NOUN
ajtas-3077	37	24	management	management	NOUN
ajtas-3077	37	25	,	,	PUNCT
ajtas-3077	37	26	auditing	auditing	NOUN
ajtas-3077	37	27	and	and	CCONJ
ajtas-3077	37	28	compliance	compliance	NOUN
ajtas-3077	37	29	.	.	PUNCT
ajtas-3077	38	1	privately	privately	ADV
ajtas-3077	38	2	held	hold	VERB
ajtas-3077	38	3	maruti	maruti	PROPN
ajtas-3077	38	4	techlabs	techlab	NOUN
ajtas-3077	38	5	,	,	PUNCT
ajtas-3077	38	6	which	which	PRON
ajtas-3077	38	7	provides	provide	VERB
ajtas-3077	38	8	a	a	DET
ajtas-3077	38	9	wide	wide	ADJ
ajtas-3077	38	10	range	range	NOUN
ajtas-3077	38	11	of	of	ADP
ajtas-3077	38	12	it	it	PRON
ajtas-3077	38	13	services	service	NOUN
ajtas-3077	38	14	and	and	CCONJ
ajtas-3077	38	15	technology	technology	NOUN
ajtas-3077	38	16	solutions	solution	NOUN
ajtas-3077	38	17	,	,	PUNCT
ajtas-3077	38	18	highlights	highlight	VERB
ajtas-3077	38	19	the	the	DET
ajtas-3077	38	20	challenges	challenge	NOUN
ajtas-3077	38	21	associated	associate	VERB
ajtas-3077	38	22	with	with	ADP
ajtas-3077	38	23	scaling	scaling	NOUN
ajtas-3077	38	24	,	,	PUNCT
ajtas-3077	38	25	dynamic	dynamic	ADJ
ajtas-3077	38	26	changes	change	NOUN
ajtas-3077	38	27	and	and	CCONJ
ajtas-3077	38	28	the	the	DET
ajtas-3077	38	29	lack	lack	NOUN
ajtas-3077	38	30	of	of	ADP
ajtas-3077	38	31	unified	unified	ADJ
ajtas-3077	38	32	tools	tool	NOUN
ajtas-3077	38	33	for	for	ADP
ajtas-3077	38	34	monitoring	monitor	VERB
ajtas-3077	38	35	data	datum	NOUN
ajtas-3077	38	36	flows	flow	NOUN
ajtas-3077	38	37	in	in	ADP
ajtas-3077	38	38	a	a	DET
ajtas-3077	38	39	multi	multi	ADJ
ajtas-3077	38	40	-	-	ADJ
ajtas-3077	38	41	cloud	cloud	ADJ
ajtas-3077	38	42	environment	environment	NOUN
ajtas-3077	38	43	[	[	X
ajtas-3077	38	44	8	8	NUM
ajtas-3077	38	45	]	]	PUNCT
ajtas-3077	38	46	.	.	PUNCT
ajtas-3077	39	1	fourth	fourth	ADJ
ajtas-3077	39	2	,	,	PUNCT
ajtas-3077	39	3	security	security	NOUN
ajtas-3077	39	4	,	,	PUNCT
ajtas-3077	39	5	identity	identity	NOUN
ajtas-3077	39	6	,	,	PUNCT
ajtas-3077	39	7	and	and	CCONJ
ajtas-3077	39	8	access	access	NOUN
ajtas-3077	39	9	management	management	NOUN
ajtas-3077	39	10	.	.	PUNCT
ajtas-3077	40	1	the	the	DET
ajtas-3077	40	2	multi	multi	ADJ
ajtas-3077	40	3	-	-	ADJ
ajtas-3077	40	4	cloud	cloud	ADJ
ajtas-3077	40	5	landscape	landscape	NOUN
ajtas-3077	40	6	complicates	complicate	VERB
ajtas-3077	40	7	identity	identity	NOUN
ajtas-3077	40	8	and	and	CCONJ
ajtas-3077	40	9	access	access	NOUN
ajtas-3077	40	10	management	management	NOUN
ajtas-3077	40	11	.	.	PUNCT
ajtas-3077	41	1	different	different	ADJ
ajtas-3077	41	2	authentication	authentication	NOUN
ajtas-3077	41	3	models	model	NOUN
ajtas-3077	41	4	,	,	PUNCT
ajtas-3077	41	5	the	the	DET
ajtas-3077	41	6	lack	lack	NOUN
ajtas-3077	41	7	of	of	ADP
ajtas-3077	41	8	a	a	DET
ajtas-3077	41	9	unified	unified	ADJ
ajtas-3077	41	10	identity	identity	NOUN
ajtas-3077	41	11	and	and	CCONJ
ajtas-3077	41	12	access	access	NOUN
ajtas-3077	41	13	american	american	PROPN
ajtas-3077	41	14	journal	journal	PROPN
ajtas-3077	41	15	of	of	ADP
ajtas-3077	41	16	technology	technology	NOUN
ajtas-3077	41	17	and	and	CCONJ
ajtas-3077	41	18	applied	apply	VERB
ajtas-3077	41	19	sciences	science	NOUN
ajtas-3077	41	20	38	38	NUM
ajtas-3077	41	21	,	,	PUNCT
ajtas-3077	41	22	july	july	PROPN
ajtas-3077	41	23	2025	2025	NUM
ajtas-3077	41	24	p	p	NOUN
ajtas-3077	41	25	a	a	DET
ajtas-3077	41	26	g	g	NOUN
ajtas-3077	41	27	e	e	NOUN
ajtas-3077	41	28	|	|	ADV
ajtas-3077	41	29	31	31	NUM
ajtas-3077	41	30	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3077	41	31	management	management	NOUN
ajtas-3077	41	32	(	(	PUNCT
ajtas-3077	41	33	iam	iam	PROPN
ajtas-3077	41	34	)	)	PUNCT
ajtas-3077	41	35	system	system	NOUN
ajtas-3077	41	36	,	,	PUNCT
ajtas-3077	41	37	and	and	CCONJ
ajtas-3077	41	38	the	the	DET
ajtas-3077	41	39	emergence	emergence	NOUN
ajtas-3077	41	40	of	of	ADP
ajtas-3077	41	41	«	«	PUNCT
ajtas-3077	41	42	super	super	ADJ
ajtas-3077	41	43	identities	identity	NOUN
ajtas-3077	41	44	»	»	PUNCT
ajtas-3077	41	45	create	create	VERB
ajtas-3077	41	46	critical	critical	ADJ
ajtas-3077	41	47	vulnerabilities	vulnerability	NOUN
ajtas-3077	41	48	.	.	PUNCT
ajtas-3077	42	1	a	a	DET
ajtas-3077	42	2	study	study	NOUN
ajtas-3077	42	3	by	by	ADP
ajtas-3077	42	4	the	the	DET
ajtas-3077	42	5	scientific	scientific	ADJ
ajtas-3077	42	6	information	information	NOUN
ajtas-3077	42	7	portal	portal	ADJ
ajtas-3077	42	8	«	«	PUNCT
ajtas-3077	42	9	researchgate	researchgate	NOUN
ajtas-3077	42	10	»	»	PUNCT
ajtas-3077	42	11	identifies	identify	VERB
ajtas-3077	42	12	fragmented	fragmented	ADJ
ajtas-3077	42	13	iam	iam	PROPN
ajtas-3077	42	14	systems	system	NOUN
ajtas-3077	42	15	as	as	ADP
ajtas-3077	42	16	one	one	NUM
ajtas-3077	42	17	of	of	ADP
ajtas-3077	42	18	the	the	DET
ajtas-3077	42	19	key	key	ADJ
ajtas-3077	42	20	problems	problem	NOUN
ajtas-3077	42	21	,	,	PUNCT
ajtas-3077	42	22	along	along	ADP
ajtas-3077	42	23	with	with	ADP
ajtas-3077	42	24	disparate	disparate	ADJ
ajtas-3077	42	25	data	datum	NOUN
ajtas-3077	42	26	classification	classification	NOUN
ajtas-3077	42	27	[	[	X
ajtas-3077	42	28	9	9	NUM
ajtas-3077	42	29	]	]	PUNCT
ajtas-3077	42	30	.	.	PUNCT
ajtas-3077	43	1	fifth	fifth	ADJ
ajtas-3077	43	2	,	,	PUNCT
ajtas-3077	43	3	compliance	compliance	NOUN
ajtas-3077	43	4	and	and	CCONJ
ajtas-3077	43	5	data	datum	NOUN
ajtas-3077	43	6	sovereignty	sovereignty	NOUN
ajtas-3077	43	7	:	:	PUNCT
ajtas-3077	43	8	in	in	ADP
ajtas-3077	43	9	a	a	DET
ajtas-3077	43	10	multi	multi	ADJ
ajtas-3077	43	11	-	-	ADJ
ajtas-3077	43	12	cloud	cloud	ADJ
ajtas-3077	43	13	environment	environment	NOUN
ajtas-3077	43	14	,	,	PUNCT
ajtas-3077	43	15	it	it	PRON
ajtas-3077	43	16	is	be	AUX
ajtas-3077	43	17	difficult	difficult	ADJ
ajtas-3077	43	18	to	to	PART
ajtas-3077	43	19	comply	comply	VERB
ajtas-3077	43	20	with	with	ADP
ajtas-3077	43	21	various	various	ADJ
ajtas-3077	43	22	regulatory	regulatory	ADJ
ajtas-3077	43	23	requirements	requirement	NOUN
ajtas-3077	43	24	such	such	ADJ
ajtas-3077	43	25	as	as	ADP
ajtas-3077	43	26	gdpr	gdpr	NOUN
ajtas-3077	43	27	,	,	PUNCT
ajtas-3077	43	28	hipaa	hipaa	NOUN
ajtas-3077	43	29	,	,	PUNCT
ajtas-3077	43	30	and	and	CCONJ
ajtas-3077	43	31	local	local	ADJ
ajtas-3077	43	32	regulations	regulation	NOUN
ajtas-3077	43	33	.	.	PUNCT
ajtas-3077	44	1	sixth	sixth	ADJ
ajtas-3077	44	2	,	,	PUNCT
ajtas-3077	44	3	complexity	complexity	NOUN
ajtas-3077	44	4	of	of	ADP
ajtas-3077	44	5	auditing	auditing	NOUN
ajtas-3077	44	6	,	,	PUNCT
ajtas-3077	44	7	monitoring	monitoring	NOUN
ajtas-3077	44	8	,	,	PUNCT
ajtas-3077	44	9	and	and	CCONJ
ajtas-3077	44	10	incident	incident	NOUN
ajtas-3077	44	11	response	response	NOUN
ajtas-3077	44	12	.	.	PUNCT
ajtas-3077	45	1	multi	multi	ADJ
ajtas-3077	45	2	-	-	ADJ
ajtas-3077	45	3	cloud	cloud	ADJ
ajtas-3077	45	4	architecture	architecture	NOUN
ajtas-3077	45	5	makes	make	VERB
ajtas-3077	45	6	it	it	PRON
ajtas-3077	45	7	difficult	difficult	ADJ
ajtas-3077	45	8	to	to	PART
ajtas-3077	45	9	collect	collect	VERB
ajtas-3077	45	10	,	,	PUNCT
ajtas-3077	45	11	normalize	normalize	VERB
ajtas-3077	45	12	,	,	PUNCT
ajtas-3077	45	13	and	and	CCONJ
ajtas-3077	45	14	correlate	correlate	VERB
ajtas-3077	45	15	logs	log	NOUN
ajtas-3077	45	16	,	,	PUNCT
ajtas-3077	45	17	as	as	ADV
ajtas-3077	45	18	well	well	ADV
ajtas-3077	45	19	as	as	ADP
ajtas-3077	45	20	conduct	conduct	NOUN
ajtas-3077	45	21	audits	audits	NOUN
ajtas-3077	45	22	.	.	PUNCT
ajtas-3077	46	1	without	without	ADP
ajtas-3077	46	2	a	a	DET
ajtas-3077	46	3	unified	unified	ADJ
ajtas-3077	46	4	siem	siem	NOUN
ajtas-3077	46	5	architecture	architecture	NOUN
ajtas-3077	46	6	and	and	CCONJ
ajtas-3077	46	7	normalized	normalize	VERB
ajtas-3077	46	8	data	datum	NOUN
ajtas-3077	46	9	,	,	PUNCT
ajtas-3077	46	10	incident	incident	NOUN
ajtas-3077	46	11	investigation	investigation	NOUN
ajtas-3077	46	12	processes	process	NOUN
ajtas-3077	46	13	and	and	CCONJ
ajtas-3077	46	14	compliance	compliance	NOUN
ajtas-3077	46	15	are	be	AUX
ajtas-3077	46	16	difficult	difficult	ADJ
ajtas-3077	46	17	.	.	PUNCT
ajtas-3077	47	1	seventh	seventh	ADJ
ajtas-3077	47	2	,	,	PUNCT
ajtas-3077	47	3	infrastructure	infrastructure	NOUN
ajtas-3077	47	4	complexity	complexity	NOUN
ajtas-3077	47	5	and	and	CCONJ
ajtas-3077	47	6	operational	operational	ADJ
ajtas-3077	47	7	costs	cost	NOUN
ajtas-3077	47	8	.	.	PUNCT
ajtas-3077	48	1	data	datum	NOUN
ajtas-3077	48	2	distribution	distribution	NOUN
ajtas-3077	48	3	and	and	CCONJ
ajtas-3077	48	4	dependencies	dependency	NOUN
ajtas-3077	48	5	between	between	ADP
ajtas-3077	48	6	cloud	cloud	NOUN
ajtas-3077	48	7	platforms	platform	NOUN
ajtas-3077	48	8	increase	increase	VERB
ajtas-3077	48	9	traffic	traffic	NOUN
ajtas-3077	48	10	costs	cost	NOUN
ajtas-3077	48	11	and	and	CCONJ
ajtas-3077	48	12	require	require	VERB
ajtas-3077	48	13	data	datum	NOUN
ajtas-3077	48	14	duplication	duplication	NOUN
ajtas-3077	48	15	.	.	PUNCT
ajtas-3077	49	1	the	the	DET
ajtas-3077	49	2	scientific	scientific	ADJ
ajtas-3077	49	3	portal	portal	ADJ
ajtas-3077	49	4	researchgate	researchgate	NOUN
ajtas-3077	49	5	points	point	VERB
ajtas-3077	49	6	out	out	ADP
ajtas-3077	49	7	the	the	DET
ajtas-3077	49	8	difficulty	difficulty	NOUN
ajtas-3077	49	9	of	of	ADP
ajtas-3077	49	10	abstracting	abstract	VERB
ajtas-3077	49	11	security	security	NOUN
ajtas-3077	49	12	tools	tool	NOUN
ajtas-3077	49	13	due	due	ADJ
ajtas-3077	49	14	to	to	ADP
ajtas-3077	49	15	the	the	DET
ajtas-3077	49	16	heterogeneity	heterogeneity	NOUN
ajtas-3077	49	17	of	of	ADP
ajtas-3077	49	18	architectures	architecture	NOUN
ajtas-3077	49	19	,	,	PUNCT
ajtas-3077	49	20	which	which	PRON
ajtas-3077	49	21	increases	increase	VERB
ajtas-3077	49	22	costs	cost	NOUN
ajtas-3077	49	23	and	and	CCONJ
ajtas-3077	49	24	reduces	reduce	VERB
ajtas-3077	49	25	efficiency	efficiency	NOUN
ajtas-3077	49	26	[	[	X
ajtas-3077	49	27	9	9	NUM
ajtas-3077	49	28	]	]	PUNCT
ajtas-3077	49	29	.	.	PUNCT
ajtas-3077	50	1	conducted	conduct	VERB
ajtas-3077	50	2	analysis	analysis	NOUN
ajtas-3077	50	3	and	and	CCONJ
ajtas-3077	50	4	practical	practical	ADJ
ajtas-3077	50	5	experience	experience	NOUN
ajtas-3077	50	6	of	of	ADP
ajtas-3077	50	7	implementing	implement	VERB
ajtas-3077	50	8	data	data	NOUN
ajtas-3077	50	9	management	management	NOUN
ajtas-3077	50	10	(	(	PUNCT
ajtas-3077	50	11	data	data	NOUN
ajtas-3077	50	12	governance	governance	NOUN
ajtas-3077	50	13	)	)	PUNCT
ajtas-3077	50	14	in	in	ADP
ajtas-3077	50	15	multi	multi	ADJ
ajtas-3077	50	16	-	-	ADJ
ajtas-3077	50	17	cloud	cloud	ADJ
ajtas-3077	50	18	environments	environment	NOUN
ajtas-3077	50	19	reveal	reveal	VERB
ajtas-3077	50	20	a	a	DET
ajtas-3077	50	21	number	number	NOUN
ajtas-3077	50	22	of	of	ADP
ajtas-3077	50	23	typical	typical	ADJ
ajtas-3077	50	24	barriers	barrier	NOUN
ajtas-3077	50	25	,	,	PUNCT
ajtas-3077	50	26	which	which	PRON
ajtas-3077	50	27	we	we	PRON
ajtas-3077	50	28	have	have	AUX
ajtas-3077	50	29	systematized	systematize	VERB
ajtas-3077	50	30	in	in	ADP
ajtas-3077	50	31	table	table	NOUN
ajtas-3077	50	32	1	1	NUM
ajtas-3077	50	33	.	.	PUNCT
ajtas-3077	50	34	table	table	NOUN
ajtas-3077	50	35	1	1	NUM
ajtas-3077	50	36	main	main	ADJ
ajtas-3077	50	37	integration	integration	NOUN
ajtas-3077	50	38	issues	issue	NOUN
ajtas-3077	50	39	no	no	INTJ
ajtas-3077	50	40	.	.	PUNCT
ajtas-3077	51	1	problem	problem	NOUN
ajtas-3077	51	2	manifestations	manifestation	NOUN
ajtas-3077	51	3	in	in	ADP
ajtas-3077	51	4	multicloud	multicloud	NOUN
ajtas-3077	51	5	1	1	NUM
ajtas-3077	51	6	fragmentation	fragmentation	NOUN
ajtas-3077	51	7	of	of	ADP
ajtas-3077	51	8	platforms	platform	NOUN
ajtas-3077	51	9	and	and	CCONJ
ajtas-3077	51	10	policies	policy	NOUN
ajtas-3077	51	11	different	different	ADJ
ajtas-3077	51	12	apis	apis	ADJ
ajtas-3077	51	13	,	,	PUNCT
ajtas-3077	51	14	different	different	ADJ
ajtas-3077	51	15	policies	policy	NOUN
ajtas-3077	51	16	,	,	PUNCT
ajtas-3077	51	17	access	access	NOUN
ajtas-3077	51	18	conflicts	conflict	NOUN
ajtas-3077	51	19	2	2	NUM
ajtas-3077	51	20	shadow	shadow	NOUN
ajtas-3077	51	21	it	it	PRON
ajtas-3077	51	22	&	&	CCONJ
ajtas-3077	51	23	data	datum	NOUN
ajtas-3077	51	24	out	out	ADP
ajtas-3077	51	25	of	of	ADP
ajtas-3077	51	26	control	control	NOUN
ajtas-3077	51	27	unauthorized	unauthorized	ADJ
ajtas-3077	51	28	storage	storage	NOUN
ajtas-3077	51	29	,	,	PUNCT
ajtas-3077	51	30	risk	risk	NOUN
ajtas-3077	51	31	of	of	ADP
ajtas-3077	51	32	leaks	leak	NOUN
ajtas-3077	51	33	,	,	PUNCT
ajtas-3077	51	34	loss	loss	NOUN
ajtas-3077	51	35	of	of	ADP
ajtas-3077	51	36	quality	quality	NOUN
ajtas-3077	51	37	3	3	NUM
ajtas-3077	51	38	lack	lack	NOUN
ajtas-3077	51	39	of	of	ADP
ajtas-3077	51	40	unity	unity	NOUN
ajtas-3077	51	41	lineage	lineage	NOUN
ajtas-3077	51	42	difficulties	difficulty	NOUN
ajtas-3077	51	43	with	with	ADP
ajtas-3077	51	44	data	datum	NOUN
ajtas-3077	51	45	tracing	trace	VERB
ajtas-3077	51	46	,	,	PUNCT
ajtas-3077	51	47	auditing	auditing	NOUN
ajtas-3077	51	48	,	,	PUNCT
ajtas-3077	51	49	quality	quality	NOUN
ajtas-3077	51	50	4	4	NUM
ajtas-3077	51	51	fragmented	fragmented	ADJ
ajtas-3077	51	52	iam	iam	PROPN
ajtas-3077	51	53	systems	system	NOUN
ajtas-3077	51	54	excessive	excessive	ADJ
ajtas-3077	51	55	privileges	privilege	NOUN
ajtas-3077	51	56	,	,	PUNCT
ajtas-3077	51	57	undefined	undefined	ADJ
ajtas-3077	51	58	roles	role	NOUN
ajtas-3077	51	59	,	,	PUNCT
ajtas-3077	51	60	increased	increase	VERB
ajtas-3077	51	61	attack	attack	NOUN
ajtas-3077	51	62	surface	surface	NOUN
ajtas-3077	51	63	5	5	NUM
ajtas-3077	51	64	regulatory	regulatory	ADJ
ajtas-3077	51	65	inconsistency	inconsistency	NOUN
ajtas-3077	51	66	sovereignty	sovereignty	NOUN
ajtas-3077	51	67	,	,	PUNCT
ajtas-3077	51	68	local	local	ADJ
ajtas-3077	51	69	norms	norm	NOUN
ajtas-3077	51	70	,	,	PUNCT
ajtas-3077	51	71	multi	multi	ADJ
ajtas-3077	51	72	-	-	ADJ
ajtas-3077	51	73	jurisdictional	jurisdictional	ADJ
ajtas-3077	51	74	control	control	NOUN
ajtas-3077	51	75	6	6	NUM
ajtas-3077	51	76	audit	audit	NOUN
ajtas-3077	51	77	and	and	CCONJ
ajtas-3077	51	78	log	log	VERB
ajtas-3077	51	79	management	management	NOUN
ajtas-3077	51	80	uncoordinated	uncoordinate	VERB
ajtas-3077	51	81	logs	log	NOUN
ajtas-3077	51	82	,	,	PUNCT
ajtas-3077	51	83	complex	complex	ADJ
ajtas-3077	51	84	collection	collection	NOUN
ajtas-3077	51	85	,	,	PUNCT
ajtas-3077	51	86	incident	incident	NOUN
ajtas-3077	51	87	management	management	NOUN
ajtas-3077	51	88	7	7	NUM
ajtas-3077	51	89	operating	operating	NOUN
ajtas-3077	51	90	costs	cost	NOUN
ajtas-3077	51	91	and	and	CCONJ
ajtas-3077	51	92	expenses	expense	VERB
ajtas-3077	51	93	egress	egress	NOUN
ajtas-3077	51	94	boards	board	NOUN
ajtas-3077	51	95	,	,	PUNCT
ajtas-3077	51	96	duplication	duplication	NOUN
ajtas-3077	51	97	,	,	PUNCT
ajtas-3077	51	98	convergence	convergence	NOUN
ajtas-3077	51	99	of	of	ADP
ajtas-3077	51	100	tools	tool	NOUN
ajtas-3077	51	101	integration	integration	NOUN
ajtas-3077	51	102	of	of	ADP
ajtas-3077	51	103	data	datum	NOUN
ajtas-3077	51	104	management	management	NOUN
ajtas-3077	51	105	practices	practice	NOUN
ajtas-3077	51	106	(	(	PUNCT
ajtas-3077	51	107	data	datum	NOUN
ajtas-3077	51	108	governance	governance	NOUN
ajtas-3077	51	109	)	)	PUNCT
ajtas-3077	51	110	in	in	ADP
ajtas-3077	51	111	a	a	DET
ajtas-3077	51	112	multi	multi	ADJ
ajtas-3077	51	113	-	-	ADJ
ajtas-3077	51	114	cloud	cloud	ADJ
ajtas-3077	51	115	infrastructure	infrastructure	NOUN
ajtas-3077	51	116	requires	require	VERB
ajtas-3077	51	117	not	not	PART
ajtas-3077	51	118	only	only	ADV
ajtas-3077	51	119	an	an	DET
ajtas-3077	51	120	understanding	understanding	NOUN
ajtas-3077	51	121	of	of	ADP
ajtas-3077	51	122	existing	exist	VERB
ajtas-3077	51	123	problems	problem	NOUN
ajtas-3077	51	124	,	,	PUNCT
ajtas-3077	51	125	but	but	CCONJ
ajtas-3077	51	126	also	also	ADV
ajtas-3077	51	127	the	the	DET
ajtas-3077	51	128	development	development	NOUN
ajtas-3077	51	129	of	of	ADP
ajtas-3077	51	130	clear	clear	ADJ
ajtas-3077	51	131	mechanisms	mechanism	NOUN
ajtas-3077	51	132	to	to	PART
ajtas-3077	51	133	overcome	overcome	VERB
ajtas-3077	51	134	them	they	PRON
ajtas-3077	51	135	.	.	PUNCT
ajtas-3077	52	1	below	below	ADV
ajtas-3077	52	2	are	be	AUX
ajtas-3077	52	3	the	the	DET
ajtas-3077	52	4	main	main	ADJ
ajtas-3077	52	5	strategic	strategic	ADJ
ajtas-3077	52	6	directions	direction	NOUN
ajtas-3077	52	7	and	and	CCONJ
ajtas-3077	52	8	methods	method	NOUN
ajtas-3077	52	9	based	base	VERB
ajtas-3077	52	10	on	on	ADP
ajtas-3077	52	11	the	the	DET
ajtas-3077	52	12	analysis	analysis	NOUN
ajtas-3077	52	13	of	of	ADP
ajtas-3077	52	14	current	current	ADJ
ajtas-3077	52	15	scientific	scientific	ADJ
ajtas-3077	52	16	and	and	CCONJ
ajtas-3077	52	17	practical	practical	ADJ
ajtas-3077	52	18	materials	material	NOUN
ajtas-3077	52	19	.	.	PUNCT
ajtas-3077	53	1	1	1	X
ajtas-3077	53	2	.	.	X
ajtas-3077	53	3	«	«	PUNCT
ajtas-3077	53	4	data	data	NOUN
ajtas-3077	53	5	fabric	fabric	NOUN
ajtas-3077	53	6	»	»	PUNCT
ajtas-3077	53	7	and	and	CCONJ
ajtas-3077	53	8	«	«	PUNCT
ajtas-3077	53	9	data	data	NOUN
ajtas-3077	53	10	mesh	mesh	NOUN
ajtas-3077	53	11	»	»	PUNCT
ajtas-3077	53	12	architectures	architecture	NOUN
ajtas-3077	53	13	.	.	PUNCT
ajtas-3077	54	1	«	«	PUNCT
ajtas-3077	54	2	data	data	NOUN
ajtas-3077	54	3	fabric	fabric	NOUN
ajtas-3077	54	4	»	»	PUNCT
ajtas-3077	54	5	is	be	AUX
ajtas-3077	54	6	a	a	DET
ajtas-3077	54	7	centralized	centralized	ADJ
ajtas-3077	54	8	architectural	architectural	ADJ
ajtas-3077	54	9	layer	layer	NOUN
ajtas-3077	54	10	that	that	PRON
ajtas-3077	54	11	provides	provide	VERB
ajtas-3077	54	12	unified	unified	ADJ
ajtas-3077	54	13	access	access	NOUN
ajtas-3077	54	14	to	to	ADP
ajtas-3077	54	15	data	datum	NOUN
ajtas-3077	54	16	from	from	ADP
ajtas-3077	54	17	heterogeneous	heterogeneous	ADJ
ajtas-3077	54	18	sources	source	NOUN
ajtas-3077	54	19	without	without	ADP
ajtas-3077	54	20	the	the	DET
ajtas-3077	54	21	need	need	NOUN
ajtas-3077	54	22	to	to	PART
ajtas-3077	54	23	physically	physically	ADV
ajtas-3077	54	24	move	move	VERB
ajtas-3077	54	25	it	it	PRON
ajtas-3077	54	26	.	.	PUNCT
ajtas-3077	55	1	this	this	DET
ajtas-3077	55	2	architecture	architecture	NOUN
ajtas-3077	55	3	uses	use	VERB
ajtas-3077	55	4	metadata	metadata	NOUN
ajtas-3077	55	5	,	,	PUNCT
ajtas-3077	55	6	semantic	semantic	ADJ
ajtas-3077	55	7	graphs	graph	NOUN
ajtas-3077	55	8	,	,	PUNCT
ajtas-3077	55	9	and	and	CCONJ
ajtas-3077	55	10	automation	automation	NOUN
ajtas-3077	55	11	to	to	PART
ajtas-3077	55	12	ensure	ensure	VERB
ajtas-3077	55	13	data	datum	NOUN
ajtas-3077	55	14	consistency	consistency	NOUN
ajtas-3077	55	15	and	and	CCONJ
ajtas-3077	55	16	governance	governance	NOUN
ajtas-3077	55	17	across	across	ADP
ajtas-3077	55	18	the	the	DET
ajtas-3077	55	19	enterprise	enterprise	NOUN
ajtas-3077	55	20	[	[	X
ajtas-3077	55	21	6	6	NUM
ajtas-3077	55	22	]	]	PUNCT
ajtas-3077	55	23	.	.	PUNCT
ajtas-3077	56	1	data	datum	NOUN
ajtas-3077	56	2	mesh	mesh	PROPN
ajtas-3077	56	3	offers	offer	VERB
ajtas-3077	56	4	a	a	DET
ajtas-3077	56	5	decentralized	decentralized	ADJ
ajtas-3077	56	6	approach	approach	NOUN
ajtas-3077	56	7	where	where	SCONJ
ajtas-3077	56	8	data	datum	NOUN
ajtas-3077	56	9	management	management	NOUN
ajtas-3077	56	10	is	be	AUX
ajtas-3077	56	11	delegated	delegate	VERB
ajtas-3077	56	12	to	to	ADP
ajtas-3077	56	13	domains	domain	NOUN
ajtas-3077	56	14	–	–	PUNCT
ajtas-3077	56	15	«	«	PUNCT
ajtas-3077	56	16	data	data	NOUN
ajtas-3077	56	17	products	product	NOUN
ajtas-3077	56	18	»	»	X
ajtas-3077	56	19	.	.	PUNCT
ajtas-3077	57	1	at	at	ADP
ajtas-3077	57	2	the	the	DET
ajtas-3077	57	3	same	same	ADJ
ajtas-3077	57	4	time	time	NOUN
ajtas-3077	57	5	,	,	PUNCT
ajtas-3077	57	6	a	a	DET
ajtas-3077	57	7	common	common	ADJ
ajtas-3077	57	8	platform	platform	NOUN
ajtas-3077	57	9	provides	provide	VERB
ajtas-3077	57	10	standards	standard	NOUN
ajtas-3077	57	11	and	and	CCONJ
ajtas-3077	57	12	automated	automate	VERB
ajtas-3077	57	13	tools	tool	NOUN
ajtas-3077	57	14	.	.	PUNCT
ajtas-3077	58	1	this	this	DET
ajtas-3077	58	2	approach	approach	NOUN
ajtas-3077	58	3	reduces	reduce	VERB
ajtas-3077	58	4	fragmentation	fragmentation	NOUN
ajtas-3077	58	5	and	and	CCONJ
ajtas-3077	58	6	accelerates	accelerate	VERB
ajtas-3077	58	7	the	the	DET
ajtas-3077	58	8	implementation	implementation	NOUN
ajtas-3077	58	9	of	of	ADP
ajtas-3077	58	10	governance	governance	NOUN
ajtas-3077	58	11	processes	process	NOUN
ajtas-3077	58	12	[	[	X
ajtas-3077	58	13	10	10	NUM
ajtas-3077	58	14	]	]	PUNCT
ajtas-3077	58	15	.	.	PUNCT
ajtas-3077	59	1	2	2	X
ajtas-3077	59	2	.	.	X
ajtas-3077	59	3	policy	policy	NOUN
ajtas-3077	59	4	-ascode	-ascode	NOUN
ajtas-3077	59	5	.	.	PUNCT
ajtas-3077	60	1	the	the	DET
ajtas-3077	60	2	policy	policy	NOUN
ajtas-3077	60	3	-	-	PUNCT
ajtas-3077	60	4	as	as	ADP
ajtas-3077	60	5	-	-	PUNCT
ajtas-3077	60	6	code	code	NOUN
ajtas-3077	60	7	(	(	PUNCT
ajtas-3077	60	8	pac	pac	NOUN
ajtas-3077	60	9	)	)	PUNCT
ajtas-3077	60	10	concept	concept	NOUN
ajtas-3077	60	11	allows	allow	VERB
ajtas-3077	60	12	security	security	NOUN
ajtas-3077	60	13	and	and	CCONJ
ajtas-3077	60	14	compliance	compliance	NOUN
ajtas-3077	60	15	policies	policy	NOUN
ajtas-3077	60	16	to	to	PART
ajtas-3077	60	17	be	be	AUX
ajtas-3077	60	18	described	describe	VERB
ajtas-3077	60	19	as	as	ADP
ajtas-3077	60	20	code	code	NOUN
ajtas-3077	60	21	.	.	PUNCT
ajtas-3077	61	1	general	general	ADJ
ajtas-3077	61	2	-	-	PUNCT
ajtas-3077	61	3	purpose	purpose	NOUN
ajtas-3077	61	4	engines	engine	NOUN
ajtas-3077	61	5	such	such	ADJ
ajtas-3077	61	6	as	as	ADP
ajtas-3077	61	7	open	open	ADJ
ajtas-3077	61	8	policy	policy	NOUN
ajtas-3077	61	9	agent	agent	NOUN
ajtas-3077	61	10	(	(	PUNCT
ajtas-3077	61	11	opa	opa	NOUN
ajtas-3077	61	12	)	)	PUNCT
ajtas-3077	61	13	,	,	PUNCT
ajtas-3077	61	14	provide	provide	VERB
ajtas-3077	61	15	the	the	DET
ajtas-3077	61	16	ability	ability	NOUN
ajtas-3077	61	17	to	to	ADP
ajtas-3077	61	18	american	american	ADJ
ajtas-3077	61	19	journal	journal	PROPN
ajtas-3077	61	20	of	of	ADP
ajtas-3077	61	21	technology	technology	NOUN
ajtas-3077	61	22	and	and	CCONJ
ajtas-3077	61	23	applied	apply	VERB
ajtas-3077	61	24	sciences	science	NOUN
ajtas-3077	61	25	38	38	NUM
ajtas-3077	61	26	,	,	PUNCT
ajtas-3077	61	27	july	july	PROPN
ajtas-3077	61	28	2025	2025	NUM
ajtas-3077	61	29	p	p	NOUN
ajtas-3077	61	30	a	a	DET
ajtas-3077	61	31	g	g	NOUN
ajtas-3077	61	32	e	e	NOUN
ajtas-3077	61	33	|	|	ADV
ajtas-3077	61	34	32	32	NUM
ajtas-3077	61	35	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3077	61	36	centrally	centrally	ADV
ajtas-3077	61	37	create	create	VERB
ajtas-3077	61	38	declarative	declarative	ADJ
ajtas-3077	61	39	rules	rule	NOUN
ajtas-3077	61	40	(	(	PUNCT
ajtas-3077	61	41	in	in	ADP
ajtas-3077	61	42	the	the	DET
ajtas-3077	61	43	rego	rego	NOUN
ajtas-3077	61	44	language	language	NOUN
ajtas-3077	61	45	)	)	PUNCT
ajtas-3077	61	46	and	and	CCONJ
ajtas-3077	61	47	automatically	automatically	ADV
ajtas-3077	61	48	apply	apply	VERB
ajtas-3077	61	49	them	they	PRON
ajtas-3077	61	50	to	to	ADP
ajtas-3077	61	51	all	all	DET
ajtas-3077	61	52	cloud	cloud	ADJ
ajtas-3077	61	53	environments	environment	NOUN
ajtas-3077	61	54	via	via	ADP
ajtas-3077	61	55	ci	ci	NOUN
ajtas-3077	61	56	/	/	SYM
ajtas-3077	61	57	cd	cd	NOUN
ajtas-3077	61	58	processes	process	NOUN
ajtas-3077	61	59	.	.	PUNCT
ajtas-3077	62	1	this	this	PRON
ajtas-3077	62	2	ensures	ensure	VERB
ajtas-3077	62	3	uniformity	uniformity	NOUN
ajtas-3077	62	4	,	,	PUNCT
ajtas-3077	62	5	auditability	auditability	NOUN
ajtas-3077	62	6	,	,	PUNCT
ajtas-3077	62	7	and	and	CCONJ
ajtas-3077	62	8	automation	automation	NOUN
ajtas-3077	62	9	of	of	ADP
ajtas-3077	62	10	compliance	compliance	NOUN
ajtas-3077	62	11	processes	process	NOUN
ajtas-3077	62	12	[	[	X
ajtas-3077	62	13	11	11	NUM
ajtas-3077	62	14	]	]	PUNCT
ajtas-3077	62	15	.	.	PUNCT
ajtas-3077	63	1	pac	pac	PROPN
ajtas-3077	63	2	practices	practice	NOUN
ajtas-3077	63	3	include	include	VERB
ajtas-3077	63	4	storing	store	VERB
ajtas-3077	63	5	policies	policy	NOUN
ajtas-3077	63	6	in	in	ADP
ajtas-3077	63	7	version	version	NOUN
ajtas-3077	63	8	control	control	NOUN
ajtas-3077	63	9	systems	system	NOUN
ajtas-3077	63	10	(	(	PUNCT
ajtas-3077	63	11	e.g.	e.g.	ADV
ajtas-3077	63	12	,	,	PUNCT
ajtas-3077	63	13	git	git	NOUN
ajtas-3077	63	14	)	)	PUNCT
ajtas-3077	63	15	and	and	CCONJ
ajtas-3077	63	16	integrating	integrate	VERB
ajtas-3077	63	17	them	they	PRON
ajtas-3077	63	18	with	with	ADP
ajtas-3077	63	19	ci	ci	NOUN
ajtas-3077	63	20	/	/	SYM
ajtas-3077	63	21	cd	cd	NOUN
ajtas-3077	63	22	pipelines	pipeline	NOUN
ajtas-3077	63	23	for	for	ADP
ajtas-3077	63	24	continuous	continuous	ADJ
ajtas-3077	63	25	monitoring	monitoring	NOUN
ajtas-3077	63	26	and	and	CCONJ
ajtas-3077	63	27	improvement	improvement	NOUN
ajtas-3077	63	28	.	.	PUNCT
ajtas-3077	64	1	3	3	X
ajtas-3077	64	2	.	.	X
ajtas-3077	64	3	platforms	platform	NOUN
ajtas-3077	64	4	for	for	ADP
ajtas-3077	64	5	federated	federated	ADJ
ajtas-3077	64	6	management	management	NOUN
ajtas-3077	64	7	.	.	PUNCT
ajtas-3077	65	1	platforms	platform	NOUN
ajtas-3077	65	2	like	like	ADP
ajtas-3077	65	3	fybrik	fybrik	VERB
ajtas-3077	65	4	provide	provide	VERB
ajtas-3077	65	5	an	an	DET
ajtas-3077	65	6	open	open	ADJ
ajtas-3077	65	7	architecture	architecture	NOUN
ajtas-3077	65	8	for	for	ADP
ajtas-3077	65	9	secure	secure	ADJ
ajtas-3077	65	10	and	and	CCONJ
ajtas-3077	65	11	controlled	control	VERB
ajtas-3077	65	12	use	use	NOUN
ajtas-3077	65	13	of	of	ADP
ajtas-3077	65	14	data	datum	NOUN
ajtas-3077	65	15	in	in	ADP
ajtas-3077	65	16	hybrid	hybrid	NOUN
ajtas-3077	65	17	and	and	CCONJ
ajtas-3077	65	18	multi	multi	ADJ
ajtas-3077	65	19	-	-	ADJ
ajtas-3077	65	20	cloud	cloud	ADJ
ajtas-3077	65	21	environments	environment	NOUN
ajtas-3077	65	22	.	.	PUNCT
ajtas-3077	66	1	such	such	ADJ
ajtas-3077	66	2	solutions	solution	NOUN
ajtas-3077	66	3	support	support	VERB
ajtas-3077	66	4	automatic	automatic	ADJ
ajtas-3077	66	5	policy	policy	NOUN
ajtas-3077	66	6	enforcement	enforcement	NOUN
ajtas-3077	66	7	,	,	PUNCT
ajtas-3077	66	8	ensure	ensure	VERB
ajtas-3077	66	9	privacy	privacy	NOUN
ajtas-3077	66	10	,	,	PUNCT
ajtas-3077	66	11	and	and	CCONJ
ajtas-3077	66	12	allow	allow	VERB
ajtas-3077	66	13	trade	trade	NOUN
ajtas-3077	66	14	-	-	PUNCT
ajtas-3077	66	15	offs	off	NOUN
ajtas-3077	66	16	between	between	ADP
ajtas-3077	66	17	performance	performance	NOUN
ajtas-3077	66	18	and	and	CCONJ
ajtas-3077	66	19	compliance	compliance	NOUN
ajtas-3077	66	20	requirements	requirement	NOUN
ajtas-3077	66	21	.	.	PUNCT
ajtas-3077	67	1	they	they	PRON
ajtas-3077	67	2	also	also	ADV
ajtas-3077	67	3	integrate	integrate	VERB
ajtas-3077	67	4	with	with	ADP
ajtas-3077	67	5	orchestration	orchestration	NOUN
ajtas-3077	67	6	systems	system	NOUN
ajtas-3077	67	7	such	such	ADJ
ajtas-3077	67	8	as	as	ADP
ajtas-3077	67	9	kubernetes	kubernete	NOUN
ajtas-3077	67	10	[	[	X
ajtas-3077	67	11	12	12	NUM
ajtas-3077	67	12	]	]	PUNCT
ajtas-3077	67	13	.	.	PUNCT
ajtas-3077	68	1	4	4	X
ajtas-3077	68	2	.	.	NOUN
ajtas-3077	68	3	simplify	simplify	ADJ
ajtas-3077	68	4	tools	tool	NOUN
ajtas-3077	68	5	and	and	CCONJ
ajtas-3077	68	6	practices	practice	NOUN
ajtas-3077	68	7	.	.	PUNCT
ajtas-3077	69	1	using	use	VERB
ajtas-3077	69	2	provider	provider	NOUN
ajtas-3077	69	3	-	-	PUNCT
ajtas-3077	69	4	neutral	neutral	ADJ
ajtas-3077	69	5	tools	tool	NOUN
ajtas-3077	69	6	such	such	ADJ
ajtas-3077	69	7	as	as	ADP
ajtas-3077	69	8	atlan	atlan	PROPN
ajtas-3077	69	9	allows	allow	VERB
ajtas-3077	69	10	for	for	ADP
ajtas-3077	69	11	the	the	DET
ajtas-3077	69	12	unification	unification	NOUN
ajtas-3077	69	13	of	of	ADP
ajtas-3077	69	14	processes	process	NOUN
ajtas-3077	69	15	such	such	ADJ
ajtas-3077	69	16	as	as	ADP
ajtas-3077	69	17	data	data	NOUN
ajtas-3077	69	18	provenance	provenance	NOUN
ajtas-3077	69	19	tracking	tracking	NOUN
ajtas-3077	69	20	(	(	PUNCT
ajtas-3077	69	21	data	datum	NOUN
ajtas-3077	69	22	lineage	lineage	NOUN
ajtas-3077	69	23	)	)	PUNCT
ajtas-3077	69	24	,	,	PUNCT
ajtas-3077	69	25	metadata	metadata	VERB
ajtas-3077	69	26	management	management	NOUN
ajtas-3077	69	27	and	and	CCONJ
ajtas-3077	69	28	tagging	tagging	NOUN
ajtas-3077	69	29	.	.	PUNCT
ajtas-3077	70	1	this	this	PRON
ajtas-3077	70	2	helps	help	VERB
ajtas-3077	70	3	organizations	organization	NOUN
ajtas-3077	70	4	avoid	avoid	VERB
ajtas-3077	70	5	being	be	AUX
ajtas-3077	70	6	dependent	dependent	ADJ
ajtas-3077	70	7	on	on	ADP
ajtas-3077	70	8	vendor	vendor	NOUN
ajtas-3077	70	9	-specific	-specific	NOUN
ajtas-3077	70	10	tools	tool	NOUN
ajtas-3077	70	11	(	(	PUNCT
ajtas-3077	70	12	vendor	vendor	NOUN
ajtas-3077	70	13	lock	lock	NOUN
ajtas-3077	70	14	-	-	PUNCT
ajtas-3077	70	15	in	in	NOUN
ajtas-3077	70	16	)	)	PUNCT
ajtas-3077	70	17	at	at	ADP
ajtas-3077	70	18	the	the	DET
ajtas-3077	70	19	data	data	NOUN
ajtas-3077	70	20	management	management	NOUN
ajtas-3077	70	21	level	level	NOUN
ajtas-3077	70	22	.	.	PUNCT
ajtas-3077	71	1	using	use	VERB
ajtas-3077	71	2	resource	resource	NOUN
ajtas-3077	71	3	abstraction	abstraction	NOUN
ajtas-3077	71	4	and	and	CCONJ
ajtas-3077	71	5	unified	unified	ADJ
ajtas-3077	71	6	patterns	pattern	NOUN
ajtas-3077	71	7	,	,	PUNCT
ajtas-3077	71	8	such	such	ADJ
ajtas-3077	71	9	as	as	ADP
ajtas-3077	71	10	a	a	DET
ajtas-3077	71	11	single	single	ADJ
ajtas-3077	71	12	model	model	NOUN
ajtas-3077	71	13	for	for	ADP
ajtas-3077	71	14	describing	describe	VERB
ajtas-3077	71	15	entities	entity	NOUN
ajtas-3077	71	16	(	(	PUNCT
ajtas-3077	71	17	e.g.	e.g.	ADV
ajtas-3077	71	18	«	«	PUNCT
ajtas-3077	71	19	owner	owner	NOUN
ajtas-3077	71	20	»	»	PUNCT
ajtas-3077	71	21	and	and	CCONJ
ajtas-3077	71	22	«	«	PUNCT
ajtas-3077	71	23	cost	cost	NOUN
ajtas-3077	71	24	-	-	PUNCT
ajtas-3077	71	25	center	center	NOUN
ajtas-3077	71	26	»	»	PUNCT
ajtas-3077	71	27	tags	tag	NOUN
ajtas-3077	71	28	)	)	PUNCT
ajtas-3077	71	29	and	and	CCONJ
ajtas-3077	71	30	using	use	VERB
ajtas-3077	71	31	a	a	DET
ajtas-3077	71	32	common	common	ADJ
ajtas-3077	71	33	ci	ci	NOUN
ajtas-3077	71	34	/	/	SYM
ajtas-3077	71	35	cd	cd	NOUN
ajtas-3077	71	36	process	process	NOUN
ajtas-3077	71	37	,	,	PUNCT
ajtas-3077	71	38	makes	make	VERB
ajtas-3077	71	39	implementing	implement	VERB
ajtas-3077	71	40	governance	governance	NOUN
ajtas-3077	71	41	much	much	ADV
ajtas-3077	71	42	easier	easy	ADJ
ajtas-3077	71	43	.	.	PUNCT
ajtas-3077	72	1	in	in	ADP
ajtas-3077	72	2	response	response	NOUN
ajtas-3077	72	3	to	to	ADP
ajtas-3077	72	4	identified	identify	VERB
ajtas-3077	72	5	data	data	NOUN
ajtas-3077	72	6	management	management	NOUN
ajtas-3077	72	7	integration	integration	NOUN
ajtas-3077	72	8	issues	issue	NOUN
ajtas-3077	72	9	(	(	PUNCT
ajtas-3077	72	10	data	data	NOUN
ajtas-3077	72	11	governance	governance	NOUN
ajtas-3077	72	12	)	)	PUNCT
ajtas-3077	72	13	in	in	ADP
ajtas-3077	72	14	multi	multi	ADJ
ajtas-3077	72	15	-	-	ADJ
ajtas-3077	72	16	cloud	cloud	ADJ
ajtas-3077	72	17	architectures	architecture	NOUN
ajtas-3077	72	18	,	,	PUNCT
ajtas-3077	72	19	a	a	DET
ajtas-3077	72	20	number	number	NOUN
ajtas-3077	72	21	of	of	ADP
ajtas-3077	72	22	promising	promising	ADJ
ajtas-3077	72	23	solutions	solution	NOUN
ajtas-3077	72	24	are	be	AUX
ajtas-3077	72	25	proposed	propose	VERB
ajtas-3077	72	26	by	by	ADP
ajtas-3077	72	27	the	the	DET
ajtas-3077	72	28	scientific	scientific	ADJ
ajtas-3077	72	29	community	community	NOUN
ajtas-3077	72	30	and	and	CCONJ
ajtas-3077	72	31	industrial	industrial	ADJ
ajtas-3077	72	32	practices	practice	NOUN
ajtas-3077	72	33	.	.	PUNCT
ajtas-3077	73	1	these	these	DET
ajtas-3077	73	2	approaches	approach	NOUN
ajtas-3077	73	3	range	range	VERB
ajtas-3077	73	4	from	from	ADP
ajtas-3077	73	5	policy	policy	NOUN
ajtas-3077	73	6	automation	automation	NOUN
ajtas-3077	73	7	through	through	ADP
ajtas-3077	73	8	policy	policy	NOUN
ajtas-3077	73	9	-	-	PUNCT
ajtas-3077	73	10	as	as	ADP
ajtas-3077	73	11	-	-	PUNCT
ajtas-3077	73	12	code	code	NOUN
ajtas-3077	73	13	to	to	ADP
ajtas-3077	73	14	the	the	DET
ajtas-3077	73	15	implementation	implementation	NOUN
ajtas-3077	73	16	of	of	ADP
ajtas-3077	73	17	unified	unified	ADJ
ajtas-3077	73	18	metadata	metadata	NOUN
ajtas-3077	73	19	standards	standard	NOUN
ajtas-3077	73	20	and	and	CCONJ
ajtas-3077	73	21	the	the	DET
ajtas-3077	73	22	use	use	NOUN
ajtas-3077	73	23	of	of	ADP
ajtas-3077	73	24	artificial	artificial	ADJ
ajtas-3077	73	25	intelligence	intelligence	NOUN
ajtas-3077	73	26	(	(	PUNCT
ajtas-3077	73	27	ai)-based	ai)-base	VERB
ajtas-3077	73	28	tools	tool	NOUN
ajtas-3077	73	29	for	for	ADP
ajtas-3077	73	30	data	datum	NOUN
ajtas-3077	73	31	discovery	discovery	NOUN
ajtas-3077	73	32	and	and	CCONJ
ajtas-3077	73	33	classification	classification	NOUN
ajtas-3077	73	34	.	.	PUNCT
ajtas-3077	74	1	below	below	ADP
ajtas-3077	74	2	is	be	AUX
ajtas-3077	74	3	a	a	DET
ajtas-3077	74	4	table	table	NOUN
ajtas-3077	74	5	that	that	PRON
ajtas-3077	74	6	systematizes	systematize	VERB
ajtas-3077	74	7	the	the	DET
ajtas-3077	74	8	key	key	ADJ
ajtas-3077	74	9	solutions	solution	NOUN
ajtas-3077	74	10	,	,	PUNCT
ajtas-3077	74	11	indicating	indicate	VERB
ajtas-3077	74	12	their	their	PRON
ajtas-3077	74	13	advantages	advantage	NOUN
ajtas-3077	74	14	and	and	CCONJ
ajtas-3077	74	15	potential	potential	ADJ
ajtas-3077	74	16	limitations	limitation	NOUN
ajtas-3077	74	17	.	.	PUNCT
ajtas-3077	75	1	table	table	NOUN
ajtas-3077	75	2	2	2	NUM
ajtas-3077	75	3	prospective	prospective	ADJ
ajtas-3077	75	4	data	datum	NOUN
ajtas-3077	75	5	solutions	solution	NOUN
ajtas-3077	75	6	governance	governance	NOUN
ajtas-3077	75	7	in	in	ADP
ajtas-3077	75	8	multicloud	multicloud	NOUN
ajtas-3077	75	9	no	no	INTJ
ajtas-3077	75	10	.	.	PUNCT
ajtas-3077	75	11	approach	approach	NOUN
ajtas-3077	75	12	/	/	SYM
ajtas-3077	75	13	architecture	architecture	NOUN
ajtas-3077	75	14	description	description	NOUN
ajtas-3077	75	15	and	and	CCONJ
ajtas-3077	75	16	benefits	benefit	NOUN
ajtas-3077	75	17	1	1	NUM
ajtas-3077	75	18	data	data	NOUN
ajtas-3077	75	19	fabric	fabric	NOUN
ajtas-3077	75	20	unify	unify	VERB
ajtas-3077	75	21	access	access	NOUN
ajtas-3077	75	22	and	and	CCONJ
ajtas-3077	75	23	real	real	ADJ
ajtas-3077	75	24	-	-	PUNCT
ajtas-3077	75	25	time	time	NOUN
ajtas-3077	75	26	control	control	NOUN
ajtas-3077	75	27	through	through	ADP
ajtas-3077	75	28	metadata	metadata	NOUN
ajtas-3077	75	29	and	and	CCONJ
ajtas-3077	75	30	automation	automation	NOUN
ajtas-3077	75	31	2	2	NUM
ajtas-3077	75	32	data	datum	NOUN
ajtas-3077	75	33	mesh	mesh	NOUN
ajtas-3077	75	34	decentralization	decentralization	NOUN
ajtas-3077	75	35	of	of	ADP
ajtas-3077	75	36	governance	governance	NOUN
ajtas-3077	75	37	through	through	ADP
ajtas-3077	75	38	domain	domain	NOUN
ajtas-3077	75	39	commands	command	NOUN
ajtas-3077	75	40	on	on	ADP
ajtas-3077	75	41	a	a	DET
ajtas-3077	75	42	common	common	ADJ
ajtas-3077	75	43	platform	platform	NOUN
ajtas-3077	75	44	3	3	NUM
ajtas-3077	75	45	policy	policy	NOUN
ajtas-3077	75	46	-	-	PUNCT
ajtas-3077	75	47	as	as	ADP
ajtas-3077	75	48	-	-	PUNCT
ajtas-3077	75	49	code	code	NOUN
ajtas-3077	75	50	(	(	PUNCT
ajtas-3077	75	51	opa	opa	NOUN
ajtas-3077	75	52	and	and	CCONJ
ajtas-3077	75	53	etc	etc	X
ajtas-3077	75	54	.	.	X
ajtas-3077	75	55	)	)	PUNCT
ajtas-3077	76	1	code	code	NOUN
ajtas-3077	76	2	policy	policy	NOUN
ajtas-3077	76	3	control	control	NOUN
ajtas-3077	76	4	across	across	ADP
ajtas-3077	76	5	all	all	DET
ajtas-3077	76	6	clouds	cloud	NOUN
ajtas-3077	76	7	:	:	PUNCT
ajtas-3077	76	8	audit	audit	NOUN
ajtas-3077	76	9	,	,	PUNCT
ajtas-3077	76	10	automation	automation	NOUN
ajtas-3077	76	11	,	,	PUNCT
ajtas-3077	76	12	reliability	reliability	NOUN
ajtas-3077	76	13	4	4	NUM
ajtas-3077	76	14	federated	federated	ADJ
ajtas-3077	76	15	platforms	platform	NOUN
ajtas-3077	76	16	(	(	PUNCT
ajtas-3077	76	17	fybrik	fybrik	PROPN
ajtas-3077	76	18	)	)	PUNCT
ajtas-3077	76	19	controlled	control	VERB
ajtas-3077	76	20	access	access	NOUN
ajtas-3077	76	21	,	,	PUNCT
ajtas-3077	76	22	privacy	privacy	NOUN
ajtas-3077	76	23	-oriented	-oriente	VERB
ajtas-3077	76	24	,	,	PUNCT
ajtas-3077	76	25	support	support	NOUN
ajtas-3077	76	26	for	for	ADP
ajtas-3077	76	27	hybrid	hybrid	ADJ
ajtas-3077	76	28	environments	environment	NOUN
ajtas-3077	76	29	5	5	NUM
ajtas-3077	76	30	independent	independent	ADJ
ajtas-3077	76	31	tools	tool	NOUN
ajtas-3077	76	32	(	(	PUNCT
ajtas-3077	76	33	atlan	atlan	PROPN
ajtas-3077	76	34	)	)	PUNCT
ajtas-3077	76	35	consolidated	consolidated	ADJ
ajtas-3077	76	36	catalog	catalog	NOUN
ajtas-3077	76	37	,	,	PUNCT
ajtas-3077	76	38	lineage	lineage	NOUN
ajtas-3077	76	39	and	and	CCONJ
ajtas-3077	76	40	metadata	metadata	NOUN
ajtas-3077	76	41	governance	governance	NOUN
ajtas-3077	76	42	6	6	NUM
ajtas-3077	76	43	abstraction	abstraction	NOUN
ajtas-3077	76	44	and	and	CCONJ
ajtas-3077	76	45	iac	iac	NOUN
ajtas-3077	76	46	patterns	pattern	NOUN
ajtas-3077	76	47	resource	resource	NOUN
ajtas-3077	76	48	templates	template	NOUN
ajtas-3077	76	49	and	and	CCONJ
ajtas-3077	76	50	policies	policy	NOUN
ajtas-3077	76	51	built	build	VERB
ajtas-3077	76	52	into	into	ADP
ajtas-3077	76	53	ci	ci	NOUN
ajtas-3077	76	54	/	/	SYM
ajtas-3077	76	55	cd	cd	PROPN
ajtas-3077	76	56	improve	improve	VERB
ajtas-3077	76	57	consistency	consistency	NOUN
ajtas-3077	76	58	data	data	NOUN
ajtas-3077	76	59	management	management	NOUN
ajtas-3077	76	60	integration	integration	NOUN
ajtas-3077	76	61	(	(	PUNCT
ajtas-3077	76	62	data	data	NOUN
ajtas-3077	76	63	governance	governance	NOUN
ajtas-3077	76	64	)	)	PUNCT
ajtas-3077	76	65	in	in	ADP
ajtas-3077	76	66	multi	multi	ADJ
ajtas-3077	76	67	-	-	ADJ
ajtas-3077	76	68	cloud	cloud	ADJ
ajtas-3077	76	69	environments	environment	NOUN
ajtas-3077	76	70	is	be	AUX
ajtas-3077	76	71	not	not	PART
ajtas-3077	76	72	only	only	ADV
ajtas-3077	76	73	a	a	DET
ajtas-3077	76	74	technological	technological	ADJ
ajtas-3077	76	75	but	but	CCONJ
ajtas-3077	76	76	also	also	ADV
ajtas-3077	76	77	a	a	DET
ajtas-3077	76	78	profound	profound	ADJ
ajtas-3077	76	79	transformational	transformational	ADJ
ajtas-3077	76	80	challenge	challenge	NOUN
ajtas-3077	76	81	that	that	PRON
ajtas-3077	76	82	requires	require	VERB
ajtas-3077	76	83	taking	take	VERB
ajtas-3077	76	84	into	into	ADP
ajtas-3077	76	85	account	account	NOUN
ajtas-3077	76	86	the	the	DET
ajtas-3077	76	87	dynamics	dynamic	NOUN
ajtas-3077	76	88	of	of	ADP
ajtas-3077	76	89	architectural	architectural	ADJ
ajtas-3077	76	90	changes	change	NOUN
ajtas-3077	76	91	,	,	PUNCT
ajtas-3077	76	92	regulatory	regulatory	ADJ
ajtas-3077	76	93	frameworks	framework	NOUN
ajtas-3077	76	94	and	and	CCONJ
ajtas-3077	76	95	the	the	DET
ajtas-3077	76	96	emergence	emergence	NOUN
ajtas-3077	76	97	of	of	ADP
ajtas-3077	76	98	new	new	ADJ
ajtas-3077	76	99	intelligent	intelligent	ADJ
ajtas-3077	76	100	tools	tool	NOUN
ajtas-3077	76	101	:	:	PUNCT
ajtas-3077	76	102	management	management	NOUN
ajtas-3077	76	103	models	model	NOUN
ajtas-3077	76	104	based	base	VERB
ajtas-3077	76	105	on	on	ADP
ajtas-3077	76	106	artificial	artificial	ADJ
ajtas-3077	76	107	intelligence	intelligence	NOUN
ajtas-3077	76	108	.	.	PUNCT
ajtas-3077	77	1	development	development	NOUN
ajtas-3077	77	2	of	of	ADP
ajtas-3077	77	3	aidriven	aidriven	ADJ
ajtas-3077	77	4	governance	governance	NOUN
ajtas-3077	77	5	involves	involve	VERB
ajtas-3077	77	6	the	the	DET
ajtas-3077	77	7	use	use	NOUN
ajtas-3077	77	8	of	of	ADP
ajtas-3077	77	9	artificial	artificial	ADJ
ajtas-3077	77	10	intelligence	intelligence	NOUN
ajtas-3077	77	11	for	for	ADP
ajtas-3077	77	12	policy	policy	NOUN
ajtas-3077	77	13	automation	automation	NOUN
ajtas-3077	77	14	,	,	PUNCT
ajtas-3077	77	15	cost	cost	NOUN
ajtas-3077	77	16	optimization	optimization	NOUN
ajtas-3077	77	17	(	(	PUNCT
ajtas-3077	77	18	finops	finop	NOUN
ajtas-3077	77	19	)	)	PUNCT
ajtas-3077	77	20	and	and	CCONJ
ajtas-3077	77	21	adaptive	adaptive	ADJ
ajtas-3077	77	22	security	security	NOUN
ajtas-3077	77	23	.	.	PUNCT
ajtas-3077	78	1	for	for	ADP
ajtas-3077	78	2	example	example	NOUN
ajtas-3077	78	3	,	,	PUNCT
ajtas-3077	78	4	the	the	DET
ajtas-3077	78	5	model	model	NOUN
ajtas-3077	78	6	proposed	propose	VERB
ajtas-3077	78	7	by	by	ADP
ajtas-3077	78	8	scientist	scientist	NOUN
ajtas-3077	78	9	sunil	sunil	PROPN
ajtas-3077	78	10	kattikar	kattikar	PROPN
ajtas-3077	78	11	,	,	PUNCT
ajtas-3077	78	12	includes	include	VERB
ajtas-3077	78	13	cost	cost	NOUN
ajtas-3077	78	14	american	american	ADJ
ajtas-3077	78	15	journal	journal	NOUN
ajtas-3077	78	16	of	of	ADP
ajtas-3077	78	17	technology	technology	NOUN
ajtas-3077	78	18	and	and	CCONJ
ajtas-3077	78	19	applied	apply	VERB
ajtas-3077	78	20	sciences	science	NOUN
ajtas-3077	78	21	38	38	NUM
ajtas-3077	78	22	,	,	PUNCT
ajtas-3077	78	23	july	july	PROPN
ajtas-3077	78	24	2025	2025	NUM
ajtas-3077	78	25	p	p	NOUN
ajtas-3077	78	26	a	a	DET
ajtas-3077	78	27	g	g	NOUN
ajtas-3077	78	28	e	e	NOUN
ajtas-3077	78	29	|	|	ADV
ajtas-3077	78	30	33	33	NUM
ajtas-3077	78	31	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3077	78	32	forecasting	forecasting	NOUN
ajtas-3077	78	33	,	,	PUNCT
ajtas-3077	78	34	dynamic	dynamic	ADJ
ajtas-3077	78	35	policy	policy	NOUN
ajtas-3077	78	36	enforcement	enforcement	NOUN
ajtas-3077	78	37	and	and	CCONJ
ajtas-3077	78	38	monitoring	monitor	VERB
ajtas-3077	78	39	through	through	ADP
ajtas-3077	78	40	ai	ai	PROPN
ajtas-3077	78	41	dashboards	dashboard	NOUN
ajtas-3077	78	42	[	[	X
ajtas-3077	78	43	13	13	NUM
ajtas-3077	78	44	]	]	PUNCT
ajtas-3077	78	45	.	.	PUNCT
ajtas-3077	79	1	this	this	PRON
ajtas-3077	79	2	allows	allow	VERB
ajtas-3077	79	3	organizations	organization	NOUN
ajtas-3077	79	4	to	to	PART
ajtas-3077	79	5	adapt	adapt	VERB
ajtas-3077	79	6	to	to	ADP
ajtas-3077	79	7	changing	change	VERB
ajtas-3077	79	8	conditions	condition	NOUN
ajtas-3077	79	9	without	without	ADP
ajtas-3077	79	10	constant	constant	ADJ
ajtas-3077	79	11	manual	manual	ADJ
ajtas-3077	79	12	intervention	intervention	NOUN
ajtas-3077	79	13	;	;	PUNCT
ajtas-3077	79	14	architectures	architecture	NOUN
ajtas-3077	79	15	based	base	VERB
ajtas-3077	79	16	on	on	ADP
ajtas-3077	79	17	the	the	DET
ajtas-3077	79	18	zero	zero	NUM
ajtas-3077	79	19	principle	principle	PROPN
ajtas-3077	79	20	trust	trust	NOUN
ajtas-3077	79	21	.	.	PUNCT
ajtas-3077	80	1	transition	transition	NOUN
ajtas-3077	80	2	to	to	ADP
ajtas-3077	80	3	zero	zero	NUM
ajtas-3077	80	4	architecture	architecture	NOUN
ajtas-3077	80	5	trust	trust	NOUN
ajtas-3077	80	6	is	be	AUX
ajtas-3077	80	7	a	a	DET
ajtas-3077	80	8	key	key	ADJ
ajtas-3077	80	9	step	step	NOUN
ajtas-3077	80	10	in	in	ADP
ajtas-3077	80	11	maintaining	maintain	VERB
ajtas-3077	80	12	security	security	NOUN
ajtas-3077	80	13	in	in	ADP
ajtas-3077	80	14	multi	multi	ADJ
ajtas-3077	80	15	-	-	ADJ
ajtas-3077	80	16	cloud	cloud	ADJ
ajtas-3077	80	17	environments	environment	NOUN
ajtas-3077	80	18	.	.	PUNCT
ajtas-3077	81	1	as	as	ADP
ajtas-3077	81	2	scientific	scientific	ADJ
ajtas-3077	81	3	research	research	NOUN
ajtas-3077	81	4	shows	show	NOUN
ajtas-3077	81	5	,	,	PUNCT
ajtas-3077	81	6	this	this	DET
ajtas-3077	81	7	approach	approach	NOUN
ajtas-3077	81	8	helps	help	VERB
ajtas-3077	81	9	to	to	PART
ajtas-3077	81	10	eliminate	eliminate	VERB
ajtas-3077	81	11	risks	risk	NOUN
ajtas-3077	81	12	associated	associate	VERB
ajtas-3077	81	13	with	with	ADP
ajtas-3077	81	14	excessive	excessive	ADJ
ajtas-3077	81	15	access	access	NOUN
ajtas-3077	81	16	rights	right	NOUN
ajtas-3077	81	17	and	and	CCONJ
ajtas-3077	81	18	distributed	distribute	VERB
ajtas-3077	81	19	identities	identity	NOUN
ajtas-3077	81	20	,	,	PUNCT
ajtas-3077	81	21	which	which	PRON
ajtas-3077	81	22	is	be	AUX
ajtas-3077	81	23	especially	especially	ADV
ajtas-3077	81	24	relevant	relevant	ADJ
ajtas-3077	81	25	for	for	ADP
ajtas-3077	81	26	hybrid	hybrid	NOUN
ajtas-3077	81	27	and	and	CCONJ
ajtas-3077	81	28	multi	multi	ADJ
ajtas-3077	81	29	-	-	ADJ
ajtas-3077	81	30	cloud	cloud	ADJ
ajtas-3077	81	31	infrastructures	infrastructure	NOUN
ajtas-3077	81	32	[	[	X
ajtas-3077	81	33	14	14	NUM
ajtas-3077	81	34	]	]	X
ajtas-3077	81	35	;	;	PUNCT
ajtas-3077	81	36	cryptographic	cryptographic	ADJ
ajtas-3077	81	37	methods	method	NOUN
ajtas-3077	81	38	and	and	CCONJ
ajtas-3077	81	39	trusted	trusted	ADJ
ajtas-3077	81	40	intermediaries	intermediary	NOUN
ajtas-3077	81	41	.	.	PUNCT
ajtas-3077	82	1	new	new	ADJ
ajtas-3077	82	2	research	research	NOUN
ajtas-3077	82	3	suggests	suggest	VERB
ajtas-3077	82	4	the	the	DET
ajtas-3077	82	5	use	use	NOUN
ajtas-3077	82	6	of	of	ADP
ajtas-3077	82	7	advanced	advanced	ADJ
ajtas-3077	82	8	cryptographic	cryptographic	ADJ
ajtas-3077	82	9	methods	method	NOUN
ajtas-3077	82	10	such	such	ADJ
ajtas-3077	82	11	as	as	ADP
ajtas-3077	82	12	«	«	PUNCT
ajtas-3077	82	13	secure	secure	ADJ
ajtas-3077	82	14	multi	multi	ADJ
ajtas-3077	82	15	-	-	ADJ
ajtas-3077	82	16	party	party	ADJ
ajtas-3077	82	17	computation	computation	NOUN
ajtas-3077	82	18	»	»	PUNCT
ajtas-3077	82	19	(	(	PUNCT
ajtas-3077	82	20	mpc	mpc	NOUN
ajtas-3077	82	21	)	)	PUNCT
ajtas-3077	82	22	and	and	CCONJ
ajtas-3077	82	23	«	«	PUNCT
ajtas-3077	82	24	fully	fully	ADV
ajtas-3077	82	25	homomorphic	homomorphic	ADJ
ajtas-3077	82	26	encryption	encryption	NOUN
ajtas-3077	82	27	»	»	PUNCT
ajtas-3077	82	28	(	(	PUNCT
ajtas-3077	82	29	fhe	fhe	PROPN
ajtas-3077	82	30	)	)	PUNCT
ajtas-3077	82	31	.	.	PUNCT
ajtas-3077	83	1	these	these	DET
ajtas-3077	83	2	technologies	technology	NOUN
ajtas-3077	83	3	can	can	AUX
ajtas-3077	83	4	become	become	VERB
ajtas-3077	83	5	the	the	DET
ajtas-3077	83	6	basis	basis	NOUN
ajtas-3077	83	7	for	for	ADP
ajtas-3077	83	8	creating	create	VERB
ajtas-3077	83	9	trusted	trust	VERB
ajtas-3077	83	10	"	"	PUNCT
ajtas-3077	83	11	trustless	trustless	NOUN
ajtas-3077	83	12	"	"	PUNCT
ajtas-3077	83	13	intermediaries	intermediary	NOUN
ajtas-3077	83	14	within	within	ADP
ajtas-3077	83	15	data	datum	NOUN
ajtas-3077	83	16	spaces	space	NOUN
ajtas-3077	83	17	(	(	PUNCT
ajtas-3077	83	18	data	data	NOUN
ajtas-3077	83	19	spaces	space	NOUN
ajtas-3077	83	20	)	)	PUNCT
ajtas-3077	83	21	,	,	PUNCT
ajtas-3077	83	22	which	which	PRON
ajtas-3077	83	23	will	will	AUX
ajtas-3077	83	24	improve	improve	VERB
ajtas-3077	83	25	privacy	privacy	NOUN
ajtas-3077	83	26	and	and	CCONJ
ajtas-3077	83	27	trust	trust	NOUN
ajtas-3077	83	28	standards	standard	NOUN
ajtas-3077	83	29	in	in	ADP
ajtas-3077	83	30	multi	multi	ADJ
ajtas-3077	83	31	-	-	ADJ
ajtas-3077	83	32	cloud	cloud	ADJ
ajtas-3077	83	33	ecosystems	ecosystem	NOUN
ajtas-3077	83	34	;	;	PUNCT
ajtas-3077	83	35	data	datum	NOUN
ajtas-3077	83	36	evolution	evolution	NOUN
ajtas-3077	83	37	mesh	mesh	NOUN
ajtas-3077	83	38	and	and	CCONJ
ajtas-3077	83	39	federated	federated	ADJ
ajtas-3077	83	40	governance	governance	NOUN
ajtas-3077	83	41	.	.	PUNCT
ajtas-3077	84	1	data	datum	NOUN
ajtas-3077	84	2	mesh	mesh	NOUN
ajtas-3077	84	3	is	be	AUX
ajtas-3077	84	4	transforming	transform	VERB
ajtas-3077	84	5	from	from	ADP
ajtas-3077	84	6	a	a	DET
ajtas-3077	84	7	purely	purely	ADV
ajtas-3077	84	8	architectural	architectural	ADJ
ajtas-3077	84	9	solution	solution	NOUN
ajtas-3077	84	10	into	into	ADP
ajtas-3077	84	11	a	a	DET
ajtas-3077	84	12	complex	complex	ADJ
ajtas-3077	84	13	organizational	organizational	ADJ
ajtas-3077	84	14	and	and	CCONJ
ajtas-3077	84	15	technological	technological	ADJ
ajtas-3077	84	16	platform	platform	NOUN
ajtas-3077	84	17	,	,	PUNCT
ajtas-3077	84	18	which	which	PRON
ajtas-3077	84	19	requires	require	VERB
ajtas-3077	84	20	further	further	ADJ
ajtas-3077	84	21	academic	academic	ADJ
ajtas-3077	84	22	understanding	understanding	NOUN
ajtas-3077	84	23	;	;	PUNCT
ajtas-3077	84	24	convergence	convergence	NOUN
ajtas-3077	84	25	of	of	ADP
ajtas-3077	84	26	multi	multi	ADJ
ajtas-3077	84	27	-	-	ADJ
ajtas-3077	84	28	cloud	cloud	ADJ
ajtas-3077	84	29	and	and	CCONJ
ajtas-3077	84	30	edge	edge	NOUN
ajtas-3077	84	31	architectures	architecture	NOUN
ajtas-3077	84	32	.	.	PUNCT
ajtas-3077	85	1	the	the	DET
ajtas-3077	85	2	future	future	NOUN
ajtas-3077	85	3	of	of	ADP
ajtas-3077	85	4	multi	multi	ADJ
ajtas-3077	85	5	-	-	ADJ
ajtas-3077	85	6	cloud	cloud	ADJ
ajtas-3077	85	7	environments	environment	NOUN
ajtas-3077	85	8	is	be	AUX
ajtas-3077	85	9	seen	see	VERB
ajtas-3077	85	10	in	in	ADP
ajtas-3077	85	11	automation	automation	NOUN
ajtas-3077	85	12	,	,	PUNCT
ajtas-3077	85	13	ai	ai	NOUN
ajtas-3077	85	14	-	-	PUNCT
ajtas-3077	85	15	optimization	optimization	NOUN
ajtas-3077	85	16	of	of	ADP
ajtas-3077	85	17	resources	resource	NOUN
ajtas-3077	85	18	and	and	CCONJ
ajtas-3077	85	19	their	their	PRON
ajtas-3077	85	20	tight	tight	ADJ
ajtas-3077	85	21	integration	integration	NOUN
ajtas-3077	85	22	with	with	ADP
ajtas-3077	85	23	edge	edge	NOUN
ajtas-3077	85	24	computing	computing	NOUN
ajtas-3077	85	25	;	;	PUNCT
ajtas-3077	85	26	digital	digital	ADJ
ajtas-3077	85	27	sovereignty	sovereignty	NOUN
ajtas-3077	85	28	and	and	CCONJ
ajtas-3077	85	29	intermediate	intermediate	ADJ
ajtas-3077	85	30	platforms	platform	NOUN
ajtas-3077	85	31	.	.	PUNCT
ajtas-3077	86	1	the	the	DET
ajtas-3077	86	2	trend	trend	NOUN
ajtas-3077	86	3	is	be	AUX
ajtas-3077	86	4	«	«	PUNCT
ajtas-3077	86	5	cloud	cloud	ADJ
ajtas-3077	86	6	repatriation	repatriation	NOUN
ajtas-3077	86	7	»	»	NOUN
ajtas-3077	86	8	,	,	PUNCT
ajtas-3077	86	9	or	or	CCONJ
ajtas-3077	86	10	the	the	DET
ajtas-3077	86	11	return	return	NOUN
ajtas-3077	86	12	of	of	ADP
ajtas-3077	86	13	workloads	workload	NOUN
ajtas-3077	86	14	to	to	ADP
ajtas-3077	86	15	private	private	ADJ
ajtas-3077	86	16	or	or	CCONJ
ajtas-3077	86	17	hybrid	hybrid	ADJ
ajtas-3077	86	18	environments	environment	NOUN
ajtas-3077	86	19	,	,	PUNCT
ajtas-3077	86	20	driven	drive	VERB
ajtas-3077	86	21	by	by	ADP
ajtas-3077	86	22	the	the	DET
ajtas-3077	86	23	desire	desire	NOUN
ajtas-3077	86	24	for	for	ADP
ajtas-3077	86	25	greater	great	ADJ
ajtas-3077	86	26	control	control	NOUN
ajtas-3077	86	27	,	,	PUNCT
ajtas-3077	86	28	resilience	resilience	NOUN
ajtas-3077	86	29	,	,	PUNCT
ajtas-3077	86	30	and	and	CCONJ
ajtas-3077	86	31	regulatory	regulatory	ADJ
ajtas-3077	86	32	compliance	compliance	NOUN
ajtas-3077	86	33	.	.	PUNCT
ajtas-3077	87	1	this	this	DET
ajtas-3077	87	2	trend	trend	NOUN
ajtas-3077	87	3	underscores	underscore	VERB
ajtas-3077	87	4	the	the	DET
ajtas-3077	87	5	importance	importance	NOUN
ajtas-3077	87	6	of	of	ADP
ajtas-3077	87	7	a	a	DET
ajtas-3077	87	8	hybrid	hybrid	ADJ
ajtas-3077	87	9	strategy	strategy	NOUN
ajtas-3077	87	10	and	and	CCONJ
ajtas-3077	87	11	federated	federated	ADJ
ajtas-3077	87	12	governance	governance	NOUN
ajtas-3077	87	13	.	.	PUNCT
ajtas-3077	88	1	in	in	ADP
ajtas-3077	88	2	addition	addition	NOUN
ajtas-3077	88	3	,	,	PUNCT
ajtas-3077	88	4	initiatives	initiative	NOUN
ajtas-3077	88	5	such	such	ADJ
ajtas-3077	88	6	as	as	ADP
ajtas-3077	88	7	gaia	gaia	PROPN
ajtas-3077	88	8	-x	-x	PROPN
ajtas-3077	88	9	in	in	ADP
ajtas-3077	88	10	europe	europe	PROPN
ajtas-3077	88	11	aim	aim	VERB
ajtas-3077	88	12	to	to	PART
ajtas-3077	88	13	create	create	VERB
ajtas-3077	88	14	a	a	DET
ajtas-3077	88	15	cloud	cloud	ADJ
ajtas-3077	88	16	infrastructure	infrastructure	NOUN
ajtas-3077	88	17	focused	focus	VERB
ajtas-3077	88	18	on	on	ADP
ajtas-3077	88	19	ensuring	ensure	VERB
ajtas-3077	88	20	digital	digital	ADJ
ajtas-3077	88	21	sovereignty	sovereignty	NOUN
ajtas-3077	88	22	and	and	CCONJ
ajtas-3077	88	23	reducing	reduce	VERB
ajtas-3077	88	24	dependence	dependence	NOUN
ajtas-3077	88	25	on	on	ADP
ajtas-3077	88	26	large	large	ADJ
ajtas-3077	88	27	technology	technology	NOUN
ajtas-3077	88	28	companies	company	NOUN
ajtas-3077	88	29	[	[	X
ajtas-3077	88	30	15	15	NUM
ajtas-3077	88	31	]	]	PUNCT
ajtas-3077	88	32	.	.	PUNCT
ajtas-3077	89	1	table	table	NOUN
ajtas-3077	89	2	3	3	NUM
ajtas-3077	89	3	areas	area	NOUN
ajtas-3077	89	4	for	for	ADP
ajtas-3077	89	5	future	future	ADJ
ajtas-3077	89	6	research	research	NOUN
ajtas-3077	89	7	in	in	ADP
ajtas-3077	89	8	governance	governance	NOUN
ajtas-3077	89	9	multiclouds	multicloud	NOUN
ajtas-3077	89	10	no	no	DET
ajtas-3077	89	11	field	field	NOUN
ajtas-3077	89	12	of	of	ADP
ajtas-3077	89	13	study	study	NOUN
ajtas-3077	89	14	possible	possible	ADJ
ajtas-3077	89	15	direction	direction	NOUN
ajtas-3077	89	16	/	/	SYM
ajtas-3077	89	17	call	call	NOUN
ajtas-3077	89	18	1	1	NUM
ajtas-3077	89	19	ai	ai	NOUN
ajtas-3077	89	20	-	-	PUNCT
ajtas-3077	89	21	driven	drive	VERB
ajtas-3077	89	22	governance	governance	NOUN
ajtas-3077	89	23	application	application	NOUN
ajtas-3077	89	24	of	of	ADP
ajtas-3077	89	25	finops	finop	NOUN
ajtas-3077	89	26	,	,	PUNCT
ajtas-3077	89	27	predictive	predictive	ADJ
ajtas-3077	89	28	policies	policy	NOUN
ajtas-3077	89	29	,	,	PUNCT
ajtas-3077	89	30	adaptation	adaptation	NOUN
ajtas-3077	89	31	of	of	ADP
ajtas-3077	89	32	security	security	NOUN
ajtas-3077	89	33	as	as	ADP
ajtas-3077	89	34	code	code	NOUN
ajtas-3077	89	35	2	2	NUM
ajtas-3077	89	36	zero	zero	NUM
ajtas-3077	89	37	trust	trust	NOUN
ajtas-3077	89	38	and	and	CCONJ
ajtas-3077	89	39	privileged	privileged	ADJ
ajtas-3077	89	40	architecture	architecture	NOUN
ajtas-3077	89	41	identity	identity	NOUN
ajtas-3077	89	42	and	and	CCONJ
ajtas-3077	89	43	least	least	ADJ
ajtas-3077	89	44	rights	right	NOUN
ajtas-3077	89	45	management	management	NOUN
ajtas-3077	89	46	in	in	ADP
ajtas-3077	89	47	multi	multi	ADJ
ajtas-3077	89	48	-	-	ADJ
ajtas-3077	89	49	cloud	cloud	ADJ
ajtas-3077	89	50	beaches	beach	VERB
ajtas-3077	89	51	3	3	NUM
ajtas-3077	89	52	cryptographic	cryptographic	ADJ
ajtas-3077	89	53	methods	method	NOUN
ajtas-3077	89	54	:	:	PUNCT
ajtas-3077	89	55	mpc	mpc	NOUN
ajtas-3077	89	56	,	,	PUNCT
ajtas-3077	89	57	fhe	fhe	PROPN
ajtas-3077	89	58	,	,	PUNCT
ajtas-3077	89	59	data	datum	NOUN
ajtas-3077	89	60	spaces	space	NOUN
ajtas-3077	89	61	secure	secure	VERB
ajtas-3077	89	62	exchange	exchange	NOUN
ajtas-3077	89	63	and	and	CCONJ
ajtas-3077	89	64	privacy	privacy	NOUN
ajtas-3077	89	65	between	between	ADP
ajtas-3077	89	66	environments	environment	NOUN
ajtas-3077	89	67	4	4	NUM
ajtas-3077	89	68	data	datum	NOUN
ajtas-3077	89	69	architectures	architecture	NOUN
ajtas-3077	89	70	mesh	mesh	VERB
ajtas-3077	89	71	self	self	NOUN
ajtas-3077	89	72	-	-	PUNCT
ajtas-3077	89	73	service	service	NOUN
ajtas-3077	89	74	platforms	platform	NOUN
ajtas-3077	89	75	,	,	PUNCT
ajtas-3077	89	76	federated	federated	ADJ
ajtas-3077	89	77	management	management	NOUN
ajtas-3077	89	78	and	and	CCONJ
ajtas-3077	89	79	data	datum	NOUN
ajtas-3077	89	80	management	management	NOUN
ajtas-3077	89	81	as	as	ADP
ajtas-3077	89	82	a	a	DET
ajtas-3077	89	83	product	product	NOUN
ajtas-3077	89	84	5	5	NUM
ajtas-3077	89	85	edge	edge	NOUN
ajtas-3077	89	86	+	+	CCONJ
ajtas-3077	89	87	multi	multi	ADJ
ajtas-3077	89	88	-	-	ADJ
ajtas-3077	89	89	cloud	cloud	ADJ
ajtas-3077	89	90	integration	integration	NOUN
ajtas-3077	89	91	connecting	connect	VERB
ajtas-3077	89	92	clouds	cloud	NOUN
ajtas-3077	89	93	and	and	CCONJ
ajtas-3077	89	94	edge	edge	NOUN
ajtas-3077	89	95	devices	device	NOUN
ajtas-3077	89	96	with	with	ADP
ajtas-3077	89	97	automation	automation	NOUN
ajtas-3077	89	98	and	and	CCONJ
ajtas-3077	89	99	ai	ai	VERB
ajtas-3077	89	100	optimization	optimization	NOUN
ajtas-3077	89	101	6	6	NUM
ajtas-3077	89	102	sovereignty	sovereignty	NOUN
ajtas-3077	89	103	and	and	CCONJ
ajtas-3077	89	104	regional	regional	ADJ
ajtas-3077	89	105	ecosystems	ecosystem	NOUN
ajtas-3077	89	106	cloud	cloud	NOUN
ajtas-3077	89	107	repatriation	repatriation	NOUN
ajtas-3077	89	108	,	,	PUNCT
ajtas-3077	89	109	gaia	gaia	PROPN
ajtas-3077	89	110	-x	-x	PROPN
ajtas-3077	89	111	,	,	PUNCT
ajtas-3077	89	112	hybrid	hybrid	ADJ
ajtas-3077	89	113	models	model	NOUN
ajtas-3077	89	114	with	with	ADP
ajtas-3077	89	115	transparent	transparent	ADJ
ajtas-3077	89	116	economy	economy	NOUN
ajtas-3077	89	117	and	and	CCONJ
ajtas-3077	89	118	compliance	compliance	NOUN
ajtas-3077	89	119	data	datum	NOUN
ajtas-3077	89	120	management	management	NOUN
ajtas-3077	89	121	integration	integration	NOUN
ajtas-3077	89	122	(	(	PUNCT
ajtas-3077	89	123	data	data	NOUN
ajtas-3077	89	124	governance	governance	NOUN
ajtas-3077	89	125	)	)	PUNCT
ajtas-3077	89	126	with	with	ADP
ajtas-3077	89	127	multi	multi	ADJ
ajtas-3077	89	128	-	-	ADJ
ajtas-3077	89	129	cloud	cloud	ADJ
ajtas-3077	89	130	platforms	platform	NOUN
ajtas-3077	89	131	is	be	AUX
ajtas-3077	89	132	one	one	NUM
ajtas-3077	89	133	of	of	ADP
ajtas-3077	89	134	the	the	DET
ajtas-3077	89	135	key	key	ADJ
ajtas-3077	89	136	challenges	challenge	NOUN
ajtas-3077	89	137	for	for	ADP
ajtas-3077	89	138	modern	modern	ADJ
ajtas-3077	89	139	organizations	organization	NOUN
ajtas-3077	89	140	seeking	seek	VERB
ajtas-3077	89	141	to	to	PART
ajtas-3077	89	142	take	take	VERB
ajtas-3077	89	143	advantage	advantage	NOUN
ajtas-3077	89	144	of	of	ADP
ajtas-3077	89	145	the	the	DET
ajtas-3077	89	146	flexibility	flexibility	NOUN
ajtas-3077	89	147	and	and	CCONJ
ajtas-3077	89	148	scalability	scalability	NOUN
ajtas-3077	89	149	of	of	ADP
ajtas-3077	89	150	cloud	cloud	NOUN
ajtas-3077	89	151	technologies	technology	NOUN
ajtas-3077	89	152	.	.	PUNCT
ajtas-3077	90	1	the	the	DET
ajtas-3077	90	2	challenges	challenge	NOUN
ajtas-3077	90	3	associated	associate	VERB
ajtas-3077	90	4	with	with	ADP
ajtas-3077	90	5	platform	platform	NOUN
ajtas-3077	90	6	fragmentation	fragmentation	NOUN
ajtas-3077	90	7	,	,	PUNCT
ajtas-3077	90	8	security	security	NOUN
ajtas-3077	90	9	,	,	PUNCT
ajtas-3077	90	10	metadata	metadata	ADJ
ajtas-3077	90	11	management	management	NOUN
ajtas-3077	90	12	and	and	CCONJ
ajtas-3077	90	13	organizational	organizational	ADJ
ajtas-3077	90	14	structure	structure	NOUN
ajtas-3077	90	15	are	be	AUX
ajtas-3077	90	16	not	not	PART
ajtas-3077	90	17	insurmountable	insurmountable	ADJ
ajtas-3077	90	18	,	,	PUNCT
ajtas-3077	90	19	but	but	CCONJ
ajtas-3077	90	20	require	require	VERB
ajtas-3077	90	21	a	a	DET
ajtas-3077	90	22	systematic	systematic	ADJ
ajtas-3077	90	23	approach	approach	NOUN
ajtas-3077	90	24	.	.	PUNCT
ajtas-3077	91	1	successful	successful	ADJ
ajtas-3077	91	2	integration	integration	NOUN
ajtas-3077	91	3	is	be	AUX
ajtas-3077	91	4	possible	possible	ADJ
ajtas-3077	91	5	with	with	ADP
ajtas-3077	91	6	the	the	DET
ajtas-3077	91	7	implementation	implementation	NOUN
ajtas-3077	91	8	of	of	ADP
ajtas-3077	91	9	a	a	DET
ajtas-3077	91	10	balanced	balanced	ADJ
ajtas-3077	91	11	strategy	strategy	NOUN
ajtas-3077	91	12	that	that	PRON
ajtas-3077	91	13	includes	include	VERB
ajtas-3077	91	14	:	:	PUNCT
ajtas-3077	91	15	unification	unification	NOUN
ajtas-3077	91	16	of	of	ADP
ajtas-3077	91	17	metadata	metadata	NOUN
ajtas-3077	91	18	and	and	CCONJ
ajtas-3077	91	19	the	the	DET
ajtas-3077	91	20	use	use	NOUN
ajtas-3077	91	21	of	of	ADP
ajtas-3077	91	22	data	datum	NOUN
ajtas-3077	91	23	architectures	architecture	NOUN
ajtas-3077	91	24	fabric	fabric	NOUN
ajtas-3077	91	25	or	or	CCONJ
ajtas-3077	91	26	data	data	NOUN
ajtas-3077	91	27	mesh	mesh	NOUN
ajtas-3077	91	28	;	;	PUNCT
ajtas-3077	91	29	automation	automation	NOUN
ajtas-3077	91	30	of	of	ADP
ajtas-3077	91	31	security	security	NOUN
ajtas-3077	91	32	policies	policy	NOUN
ajtas-3077	91	33	(	(	PUNCT
ajtas-3077	91	34	e.g.	e.g.	ADV
ajtas-3077	91	35	,	,	PUNCT
ajtas-3077	91	36	american	american	ADJ
ajtas-3077	91	37	journal	journal	NOUN
ajtas-3077	91	38	of	of	ADP
ajtas-3077	91	39	technology	technology	NOUN
ajtas-3077	91	40	and	and	CCONJ
ajtas-3077	91	41	applied	apply	VERB
ajtas-3077	91	42	sciences	science	NOUN
ajtas-3077	91	43	38	38	NUM
ajtas-3077	91	44	,	,	PUNCT
ajtas-3077	91	45	july	july	PROPN
ajtas-3077	91	46	2025	2025	NUM
ajtas-3077	91	47	p	p	NOUN
ajtas-3077	91	48	a	a	DET
ajtas-3077	91	49	g	g	NOUN
ajtas-3077	91	50	e	e	NOUN
ajtas-3077	91	51	|	|	ADV
ajtas-3077	91	52	34	34	NUM
ajtas-3077	91	53	www.americanjournal.org	www.americanjournal.org	NOUN
ajtas-3077	91	54	using	use	VERB
ajtas-3077	91	55	policy	policy	NOUN
ajtas-3077	91	56	-	-	PUNCT
ajtas-3077	91	57	as	as	ADP
ajtas-3077	91	58	-	-	PUNCT
ajtas-3077	91	59	code	code	NOUN
ajtas-3077	91	60	)	)	PUNCT
ajtas-3077	91	61	;	;	PUNCT
ajtas-3077	91	62	implementation	implementation	NOUN
ajtas-3077	91	63	of	of	ADP
ajtas-3077	91	64	centralized	centralized	ADJ
ajtas-3077	91	65	key	key	ADJ
ajtas-3077	91	66	management	management	NOUN
ajtas-3077	91	67	systems	system	NOUN
ajtas-3077	91	68	;	;	PUNCT
ajtas-3077	91	69	creation	creation	NOUN
ajtas-3077	91	70	of	of	ADP
ajtas-3077	91	71	an	an	DET
ajtas-3077	91	72	effective	effective	ADJ
ajtas-3077	91	73	organizational	organizational	ADJ
ajtas-3077	91	74	structure	structure	NOUN
ajtas-3077	91	75	for	for	ADP
ajtas-3077	91	76	data	data	NOUN
ajtas-3077	91	77	management	management	NOUN
ajtas-3077	91	78	.	.	PUNCT
ajtas-3077	92	1	this	this	DET
ajtas-3077	92	2	approach	approach	NOUN
ajtas-3077	92	3	will	will	AUX
ajtas-3077	92	4	ensure	ensure	VERB
ajtas-3077	92	5	data	datum	NOUN
ajtas-3077	92	6	integrity	integrity	NOUN
ajtas-3077	92	7	,	,	PUNCT
ajtas-3077	92	8	security	security	NOUN
ajtas-3077	92	9	and	and	CCONJ
ajtas-3077	92	10	compliance	compliance	NOUN
ajtas-3077	92	11	with	with	ADP
ajtas-3077	92	12	regulatory	regulatory	ADJ
ajtas-3077	92	13	requirements	requirement	NOUN
ajtas-3077	92	14	in	in	ADP
ajtas-3077	92	15	a	a	DET
ajtas-3077	92	16	complex	complex	ADJ
ajtas-3077	92	17	and	and	CCONJ
ajtas-3077	92	18	distributed	distribute	VERB
ajtas-3077	92	19	multi	multi	ADJ
ajtas-3077	92	20	-	-	ADJ
ajtas-3077	92	21	cloud	cloud	ADJ
ajtas-3077	92	22	infrastructure	infrastructure	NOUN
ajtas-3077	92	23	.	.	PUNCT
ajtas-3077	93	1	references	reference	NOUN
ajtas-3077	93	2	1	1	NUM
ajtas-3077	93	3	.	.	PUNCT
ajtas-3077	93	4	iso	iso	PROPN
ajtas-3077	93	5	/	/	SYM
ajtas-3077	93	6	iec	iec	PROPN
ajtas-3077	93	7	22123	22123	NUM
ajtas-3077	93	8	-	-	SYM
ajtas-3077	93	9	1:2021	1:2021	NUM
ajtas-3077	93	10	.	.	PUNCT
ajtas-3077	93	11	information	information	NOUN
ajtas-3077	93	12	technology	technology	NOUN
ajtas-3077	93	13	cloud	cloud	NOUN
ajtas-3077	93	14	computing	computing	NOUN
ajtas-3077	93	15	concepts	concept	NOUN
ajtas-3077	93	16	and	and	CCONJ
ajtas-3077	93	17	terminology	terminology	NOUN
ajtas-3077	93	18	part	part	NOUN
ajtas-3077	93	19	1	1	NUM
ajtas-3077	93	20	:	:	PUNCT
ajtas-3077	93	21	vocabulary	vocabulary	ADJ
ajtas-3077	93	22	.	.	PUNCT
ajtas-3077	94	1	2	2	X
ajtas-3077	94	2	.	.	X
ajtas-3077	94	3	cyfuture	cyfuture	NOUN
ajtas-3077	94	4	.	.	PUNCT
ajtas-3077	95	1	vendor	vendor	NOUN
ajtas-3077	95	2	lock	lock	NOUN
ajtas-3077	95	3	-	-	PUNCT
ajtas-3077	95	4	in	in	NOUN
ajtas-3077	95	5	&	&	CCONJ
ajtas-3077	95	6	more	more	ADJ
ajtas-3077	95	7	:	:	PUNCT
ajtas-3077	95	8	why	why	SCONJ
ajtas-3077	95	9	multi	multi	ADJ
ajtas-3077	95	10	-	-	ADJ
ajtas-3077	95	11	cloud	cloud	ADJ
ajtas-3077	95	12	solutions	solution	NOUN
ajtas-3077	95	13	matter	matter	NOUN
ajtas-3077	95	14	[	[	PUNCT
ajtas-3077	95	15	electronic	electronic	ADJ
ajtas-3077	95	16	resource	resource	NOUN
ajtas-3077	95	17	]	]	PUNCT
ajtas-3077	95	18	//	//	PUNCT
ajtas-3077	95	19	linkedin	linkedin	NOUN
ajtas-3077	95	20	,	,	PUNCT
ajtas-3077	95	21	2024	2024	NUM
ajtas-3077	95	22	.	.	PUNCT
ajtas-3077	96	1	mode	mode	NOUN
ajtas-3077	96	2	access	access	NOUN
ajtas-3077	96	3	:	:	PUNCT
ajtas-3077	96	4	https://www.linkedin.com/pulse/vendor-lock-in-more-why-multicloud-solutions-matter-cyfuture-ptqzc	https://www.linkedin.com/pulse/vendor-lock-in-more-why-multicloud-solutions-matter-cyfuture-ptqzc	PROPN
ajtas-3077	96	5	(	(	PUNCT
ajtas-3077	96	6	date	date	NOUN
ajtas-3077	96	7	accesses	access	VERB
ajtas-3077	96	8	:	:	PUNCT
ajtas-3077	96	9	13.08.2025	13.08.2025	NUM
ajtas-3077	96	10	)	)	PUNCT
ajtas-3077	96	11	.	.	PUNCT
ajtas-3077	97	1	3	3	X
ajtas-3077	97	2	.	.	X
ajtas-3077	97	3	reece	reece	PROPN
ajtas-3077	97	4	t	t	PROPN
ajtas-3077	97	5	.	.	PUNCT
ajtas-3077	97	6	,	,	PUNCT
ajtas-3077	97	7	ali	ali	PROPN
ajtas-3077	97	8	s.	s.	PROPN
ajtas-3077	97	9	,	,	PUNCT
ajtas-3077	97	10	abualhaol	abualhaol	INTJ
ajtas-3077	97	11	i	i	PRON
ajtas-3077	97	12	.	.	PUNCT
ajtas-3077	97	13	,	,	PUNCT
ajtas-3077	97	14	musa	musa	PROPN
ajtas-3077	97	15	s.	s.	PROPN
ajtas-3077	97	16	,	,	PUNCT
ajtas-3077	98	1	alenezi	alenezi	ADV
ajtas-3077	98	2	m	m	VERB
ajtas-3077	98	3	.	.	PUNCT
ajtas-3077	99	1	cybersecurity	cybersecurity	NOUN
ajtas-3077	99	2	risks	risk	NOUN
ajtas-3077	99	3	in	in	ADP
ajtas-3077	99	4	multi	multi	ADJ
ajtas-3077	99	5	cloud	cloud	NOUN
ajtas-3077	99	6	environments	environment	NOUN
ajtas-3077	99	7	[	[	PUNCT
ajtas-3077	99	8	electronic	electronic	ADJ
ajtas-3077	99	9	resource	resource	NOUN
ajtas-3077	99	10	]	]	PUNCT
ajtas-3077	99	11	//	//	PUNCT
ajtas-3077	99	12	arxiv	arxiv	PROPN
ajtas-3077	99	13	preprint	preprint	NOUN
ajtas-3077	99	14	,	,	PUNCT
ajtas-3077	99	15	2023	2023	NUM
ajtas-3077	99	16	.	.	PUNCT
ajtas-3077	100	1	mode	mode	NOUN
ajtas-3077	100	2	access	access	NOUN
ajtas-3077	100	3	:	:	PUNCT
ajtas-3077	100	4	https	https	NOUN
ajtas-3077	100	5	:	:	PUNCT
ajtas-3077	100	6	//	//	NUM
ajtas-3077	100	7	arxiv	arxiv	PROPN
ajtas-3077	100	8	.	.	PUNCT
ajtas-3077	101	1	org	org	NOUN
ajtas-3077	101	2	/	/	SYM
ajtas-3077	102	1	abs	ab	NOUN
ajtas-3077	102	2	/	/	SYM
ajtas-3077	102	3	2306.01862	2306.01862	NUM
ajtas-3077	102	4	(	(	PUNCT
ajtas-3077	102	5	date	date	NOUN
ajtas-3077	102	6	accessed	access	VERB
ajtas-3077	102	7	:	:	PUNCT
ajtas-3077	102	8	13.08.2025	13.08.2025	NUM
ajtas-3077	102	9	)	)	PUNCT
ajtas-3077	102	10	.	.	PUNCT
ajtas-3077	103	1	4	4	X
ajtas-3077	103	2	.	.	X
ajtas-3077	103	3	fernandes	fernandes	PROPN
ajtas-3077	103	4	dab	dab	PROPN
ajtas-3077	103	5	,	,	PUNCT
ajtas-3077	103	6	soares	soares	PROPN
ajtas-3077	103	7	lfb	lfb	PROPN
ajtas-3077	103	8	,	,	PUNCT
ajtas-3077	103	9	gomes	gomes	PROPN
ajtas-3077	103	10	jv	jv	PROPN
ajtas-3077	103	11	,	,	PUNCT
ajtas-3077	103	12	freire	freire	PROPN
ajtas-3077	103	13	mm	mm	PROPN
ajtas-3077	103	14	,	,	PUNCT
ajtas-3077	103	15	inácio	inácio	PROPN
ajtas-3077	103	16	prm	prm	PROPN
ajtas-3077	103	17	security	security	NOUN
ajtas-3077	103	18	issues	issue	NOUN
ajtas-3077	103	19	in	in	ADP
ajtas-3077	103	20	cloud	cloud	ADJ
ajtas-3077	103	21	environments	environment	NOUN
ajtas-3077	103	22	:	:	PUNCT
ajtas-3077	103	23	a	a	DET
ajtas-3077	103	24	survey	survey	NOUN
ajtas-3077	103	25	//	//	SYM
ajtas-3077	103	26	international	international	PROPN
ajtas-3077	103	27	journal	journal	PROPN
ajtas-3077	103	28	of	of	ADP
ajtas-3077	103	29	information	information	NOUN
ajtas-3077	103	30	security	security	NOUN
ajtas-3077	103	31	.	.	PUNCT
ajtas-3077	104	1	2014	2014	NUM
ajtas-3077	104	2	.	.	PUNCT
ajtas-3077	105	1	t.	t.	PROPN
ajtas-3077	105	2	13	13	NUM
ajtas-3077	105	3	,	,	PUNCT
ajtas-3077	105	4	no	no	INTJ
ajtas-3077	105	5	.	.	NOUN
ajtas-3077	105	6	2	2	X
ajtas-3077	105	7	.	.	X
ajtas-3077	105	8	pp	pp	ADJ
ajtas-3077	105	9	.	.	PUNCT
ajtas-3077	106	1	113–170	113–170	NUM
ajtas-3077	106	2	.	.	PUNCT
ajtas-3077	107	1	doi	doi	NOUN
ajtas-3077	107	2	:	:	PUNCT
ajtas-3077	107	3	10.1007	10.1007	NUM
ajtas-3077	107	4	/	/	SYM
ajtas-3077	107	5	s10207	s10207	NOUN
ajtas-3077	107	6	-	-	PUNCT
ajtas-3077	107	7	013	013	NUM
ajtas-3077	107	8	-	-	PUNCT
ajtas-3077	107	9	0208	0208	NUM
ajtas-3077	107	10	-	-	SYM
ajtas-3077	107	11	7	7	NUM
ajtas-3077	107	12	.	.	NOUN
ajtas-3077	107	13	5	5	NUM
ajtas-3077	107	14	.	.	X
ajtas-3077	107	15	phaphom	phaphom	PROPN
ajtas-3077	107	16	n.	n.	PROPN
ajtas-3077	107	17	,	,	PUNCT
ajtas-3077	107	18	abrahamsson	abrahamsson	PROPN
ajtas-3077	107	19	a.	a.	PROPN
ajtas-3077	107	20	,	,	PUNCT
ajtas-3077	107	21	hakansson	hakansson	PROPN
ajtas-3077	107	22	l.	l.	PROPN
ajtas-3077	107	23	,	,	PUNCT
ajtas-3077	107	24	paweenawat	paweenawat	VERB
ajtas-3077	107	25	p.v	p.v	PROPN
ajtas-3077	107	26	.	.	PROPN
ajtas-3077	107	27	,	,	PUNCT
ajtas-3077	107	28	kihl	kihl	PROPN
ajtas-3077	107	29	m.	m.	PROPN
ajtas-3077	107	30	a	a	DET
ajtas-3077	107	31	survey	survey	NOUN
ajtas-3077	107	32	study	study	NOUN
ajtas-3077	107	33	on	on	ADP
ajtas-3077	107	34	major	major	ADJ
ajtas-3077	107	35	technical	technical	ADJ
ajtas-3077	107	36	barriers	barrier	NOUN
ajtas-3077	107	37	affecting	affect	VERB
ajtas-3077	107	38	the	the	DET
ajtas-3077	107	39	decision	decision	NOUN
ajtas-3077	107	40	to	to	PART
ajtas-3077	107	41	adopt	adopt	VERB
ajtas-3077	107	42	cloud	cloud	NOUN
ajtas-3077	107	43	services	service	NOUN
ajtas-3077	107	44	[	[	PUNCT
ajtas-3077	107	45	electronic	electronic	ADJ
ajtas-3077	107	46	resource	resource	NOUN
ajtas-3077	107	47	]	]	PUNCT
ajtas-3077	107	48	//	//	PUNCT
ajtas-3077	107	49	arxiv	arxiv	PROPN
ajtas-3077	107	50	preprint	preprint	NOUN
ajtas-3077	107	51	,	,	PUNCT
ajtas-3077	107	52	2017	2017	NUM
ajtas-3077	107	53	.	.	PUNCT
ajtas-3077	108	1	mode	mode	NOUN
ajtas-3077	108	2	access	access	NOUN
ajtas-3077	108	3	:	:	PUNCT
ajtas-3077	108	4	https://arxiv.org/abs/1712.00606	https://arxiv.org/abs/1712.00606	NOUN
ajtas-3077	108	5	(	(	PUNCT
ajtas-3077	108	6	date	date	NOUN
ajtas-3077	108	7	accessed	access	VERB
ajtas-3077	108	8	:	:	PUNCT
ajtas-3077	108	9	14.08.2025	14.08.2025	NUM
ajtas-3077	108	10	)	)	PUNCT
ajtas-3077	108	11	.	.	PUNCT
ajtas-3077	109	1	6	6	X
ajtas-3077	109	2	.	.	X
ajtas-3077	109	3	springer	springer	NOUN
ajtas-3077	109	4	.	.	PUNCT
ajtas-3077	110	1	cloud	cloud	NOUN
ajtas-3077	110	2	computing	computing	NOUN
ajtas-3077	110	3	concepts	concept	NOUN
ajtas-3077	110	4	and	and	CCONJ
ajtas-3077	110	5	technologies	technology	NOUN
ajtas-3077	110	6	[	[	PUNCT
ajtas-3077	110	7	electronic	electronic	ADJ
ajtas-3077	110	8	resource	resource	NOUN
ajtas-3077	110	9	]	]	PUNCT
ajtas-3077	110	10	.	.	PUNCT
ajtas-3077	111	1	mode	mode	PROPN
ajtas-3077	111	2	access	access	NOUN
ajtas-3077	111	3	:	:	PUNCT
ajtas-3077	111	4	https://link.springer.com/chapter/10.1007/978-3-319-94472-2_1	https://link.springer.com/chapter/10.1007/978-3-319-94472-2_1	NOUN
ajtas-3077	111	5	(	(	PUNCT
ajtas-3077	111	6	date	date	NOUN
ajtas-3077	111	7	accessed	access	VERB
ajtas-3077	111	8	:	:	PUNCT
ajtas-3077	111	9	13.08.2025	13.08.2025	NUM
ajtas-3077	111	10	)	)	PUNCT
ajtas-3077	111	11	.	.	PUNCT
ajtas-3077	112	1	7	7	X
ajtas-3077	112	2	.	.	X
ajtas-3077	112	3	folio3	folio3	NOUN
ajtas-3077	112	4	cloud	cloud	PROPN
ajtas-3077	112	5	services	services	PROPN
ajtas-3077	112	6	.	.	PUNCT
ajtas-3077	113	1	cloud	cloud	NOUN
ajtas-3077	113	2	data	datum	NOUN
ajtas-3077	113	3	governance	governance	NOUN
ajtas-3077	113	4	[	[	X
ajtas-3077	113	5	electronic	electronic	ADJ
ajtas-3077	113	6	resource	resource	NOUN
ajtas-3077	113	7	]	]	PUNCT
ajtas-3077	113	8	.	.	PUNCT
ajtas-3077	114	1	mode	mode	PROPN
ajtas-3077	114	2	access	access	NOUN
ajtas-3077	114	3	:	:	PUNCT
ajtas-3077	114	4	https	https	NOUN
ajtas-3077	114	5	:	:	PUNCT
ajtas-3077	114	6	//	//	NUM
ajtas-3077	114	7	cloud	cloud	NOUN
ajtas-3077	114	8	.	.	PUNCT
ajtas-3077	115	1	folio	folio	NOUN
ajtas-3077	115	2	3	3	X
ajtas-3077	115	3	.	.	NOUN
ajtas-3077	115	4	com	com	NOUN
ajtas-3077	115	5	/	/	SYM
ajtas-3077	115	6	blog	blog	NOUN
ajtas-3077	115	7	/	/	SYM
ajtas-3077	115	8	cloud	cloud	NOUN
ajtas-3077	115	9	data	datum	NOUN
ajtas-3077	115	10	governance	governance	NOUN
ajtas-3077	115	11	(	(	PUNCT
ajtas-3077	115	12	date	date	NOUN
ajtas-3077	115	13	accessed	access	VERB
ajtas-3077	115	14	:	:	PUNCT
ajtas-3077	115	15	12.08.2025	12.08.2025	NUM
ajtas-3077	115	16	)	)	PUNCT
ajtas-3077	115	17	.	.	PUNCT
ajtas-3077	116	1	8	8	X
ajtas-3077	116	2	.	.	X
ajtas-3077	117	1	maruti	maruti	PROPN
ajtas-3077	117	2	techlabs	techlab	NOUN
ajtas-3077	117	3	.	.	PUNCT
ajtas-3077	118	1	best	good	ADJ
ajtas-3077	118	2	practices	practice	NOUN
ajtas-3077	118	3	:	:	PUNCT
ajtas-3077	118	4	data	datum	NOUN
ajtas-3077	118	5	lineage	lineage	NOUN
ajtas-3077	118	6	in	in	ADP
ajtas-3077	118	7	multi	multi	ADJ
ajtas-3077	118	8	-	-	ADJ
ajtas-3077	118	9	cloud	cloud	ADJ
ajtas-3077	118	10	[	[	X
ajtas-3077	118	11	electronic	electronic	ADJ
ajtas-3077	118	12	resource	resource	NOUN
ajtas-3077	118	13	]	]	PUNCT
ajtas-3077	118	14	.	.	PUNCT
ajtas-3077	119	1	mode	mode	PROPN
ajtas-3077	119	2	access	access	NOUN
ajtas-3077	119	3	:	:	PUNCT
ajtas-3077	119	4	https	https	NOUN
ajtas-3077	119	5	:	:	PUNCT
ajtas-3077	119	6	//	//	X
ajtas-3077	119	7	marutitech	marutitech	VERB
ajtas-3077	119	8	.	.	PUNCT
ajtas-3077	120	1	com	com	NOUN
ajtas-3077	120	2	/	/	SYM
ajtas-3077	120	3	best	good	ADJ
ajtas-3077	120	4	practices	practice	NOUN
ajtas-3077	120	5	data	datum	NOUN
ajtas-3077	120	6	lineage	lineage	NOUN
ajtas-3077	120	7	multi	multi	ADJ
ajtas-3077	120	8	cloud	cloud	NOUN
ajtas-3077	120	9	(	(	PUNCT
ajtas-3077	120	10	date	date	NOUN
ajtas-3077	120	11	accessed	access	VERB
ajtas-3077	120	12	:	:	PUNCT
ajtas-3077	120	13	12.08.2025	12.08.2025	NUM
ajtas-3077	120	14	)	)	PUNCT
ajtas-3077	120	15	.	.	PUNCT
ajtas-3077	121	1	9	9	X
ajtas-3077	121	2	.	.	X
ajtas-3077	121	3	researchgate	researchgate	NOUN
ajtas-3077	121	4	.	.	PUNCT
ajtas-3077	122	1	security	security	NOUN
ajtas-3077	122	2	and	and	CCONJ
ajtas-3077	122	3	compliance	compliance	NOUN
ajtas-3077	122	4	challenges	challenge	NOUN
ajtas-3077	122	5	in	in	ADP
ajtas-3077	122	6	multi	multi	ADJ
ajtas-3077	122	7	-	-	ADJ
ajtas-3077	122	8	cloud	cloud	ADJ
ajtas-3077	122	9	environments	environment	NOUN
ajtas-3077	122	10	:	:	PUNCT
ajtas-3077	122	11	a	a	DET
ajtas-3077	122	12	comparative	comparative	ADJ
ajtas-3077	122	13	study	study	NOUN
ajtas-3077	122	14	of	of	ADP
ajtas-3077	122	15	industry	industry	NOUN
ajtas-3077	122	16	-	-	PUNCT
ajtas-3077	122	17	specific	specific	ADJ
ajtas-3077	122	18	strategies	strategy	NOUN
ajtas-3077	122	19	[	[	PUNCT
ajtas-3077	122	20	electronic	electronic	ADJ
ajtas-3077	122	21	resource	resource	NOUN
ajtas-3077	122	22	]	]	PUNCT
ajtas-3077	122	23	.	.	PUNCT
ajtas-3077	123	1	mode	mode	PROPN
ajtas-3077	123	2	access	access	NOUN
ajtas-3077	123	3	:	:	PUNCT
ajtas-3077	123	4	https://www.researchgate.net/publication/391442348_security_and_compliance_challenges_in_mu	https://www.researchgate.net/publication/391442348_security_and_compliance_challenges_in_mu	PROPN
ajtas-3077	123	5	lti	lti	PROPN
ajtas-3077	123	6	-	-	PUNCT
ajtas-3077	123	7	cloud_environments_a_comparative_study_of_industry	cloud_environments_a_comparative_study_of_industry	PROPN
ajtas-3077	123	8	-	-	PUNCT
ajtas-3077	123	9	specific_strategies	specific_strategie	NOUN
ajtas-3077	123	10	(	(	PUNCT
ajtas-3077	123	11	date	date	NOUN
ajtas-3077	123	12	accesses	access	VERB
ajtas-3077	123	13	:	:	PUNCT
ajtas-3077	123	14	14.08.2025	14.08.2025	NUM
ajtas-3077	123	15	)	)	PUNCT
ajtas-3077	123	16	.	.	PUNCT
ajtas-3077	124	1	10	10	NUM
ajtas-3077	124	2	.	.	PUNCT
ajtas-3077	125	1	wikipedia	wikipedia	PROPN
ajtas-3077	125	2	.	.	PUNCT
ajtas-3077	126	1	data	datum	NOUN
ajtas-3077	126	2	mesh	mesh	NOUN
ajtas-3077	126	3	[	[	X
ajtas-3077	126	4	electronic	electronic	ADJ
ajtas-3077	126	5	resource	resource	NOUN
ajtas-3077	126	6	]	]	PUNCT
ajtas-3077	126	7	.	.	PUNCT
ajtas-3077	127	1	access	access	NOUN
ajtas-3077	127	2	mode	mode	PROPN
ajtas-3077	127	3	:	:	PUNCT
ajtas-3077	127	4	https	https	NOUN
ajtas-3077	127	5	:	:	PUNCT
ajtas-3077	127	6	//	//	PROPN
ajtas-3077	127	7	en	en	X
ajtas-3077	127	8	.	.	PUNCT
ajtas-3077	128	1	wikipedia	wikipedia	PROPN
ajtas-3077	128	2	.	.	PUNCT
ajtas-3077	128	3	org	org	PROPN
ajtas-3077	128	4	/	/	SYM
ajtas-3077	128	5	wiki	wiki	PROPN
ajtas-3077	128	6	/	/	SYM
ajtas-3077	128	7	data	datum	NOUN
ajtas-3077	128	8	_	_	DET
ajtas-3077	128	9	mesh	mesh	NOUN
ajtas-3077	128	10	(	(	PUNCT
ajtas-3077	128	11	date	date	NOUN
ajtas-3077	128	12	of	of	ADP
ajtas-3077	128	13	access	access	NOUN
ajtas-3077	128	14	:	:	PUNCT
ajtas-3077	128	15	12.08.2025	12.08.2025	NUM
ajtas-3077	128	16	)	)	PUNCT
ajtas-3077	128	17	.	.	PUNCT
ajtas-3077	129	1	11	11	NUM
ajtas-3077	129	2	.	.	PUNCT
ajtas-3077	129	3	uplatz	uplatz	ADJ
ajtas-3077	129	4	.	.	PUNCT
ajtas-3077	130	1	policy	policy	NOUN
ajtas-3077	130	2	-	-	PUNCT
ajtas-3077	130	3	as	as	ADP
ajtas-3077	130	4	-	-	PUNCT
ajtas-3077	130	5	code	code	NOUN
ajtas-3077	130	6	for	for	ADP
ajtas-3077	130	7	multi	multi	ADJ
ajtas-3077	130	8	-	-	ADJ
ajtas-3077	130	9	cloud	cloud	ADJ
ajtas-3077	130	10	security	security	NOUN
ajtas-3077	130	11	governance	governance	NOUN
ajtas-3077	130	12	[	[	PUNCT
ajtas-3077	130	13	electronic	electronic	ADJ
ajtas-3077	130	14	resource	resource	NOUN
ajtas-3077	130	15	]	]	PUNCT
ajtas-3077	130	16	.	.	PUNCT
ajtas-3077	131	1	mode	mode	PROPN
ajtas-3077	131	2	access	access	NOUN
ajtas-3077	131	3	:	:	PUNCT
ajtas-3077	131	4	https://uplatz.com/blog/policy-as-code-for-multi-cloud-security-governance	https://uplatz.com/blog/policy-as-code-for-multi-cloud-security-governance	NOUN
ajtas-3077	131	5	(	(	PUNCT
ajtas-3077	131	6	date	date	NOUN
ajtas-3077	131	7	accessed	access	VERB
ajtas-3077	131	8	:	:	PUNCT
ajtas-3077	131	9	13.08.2025	13.08.2025	NUM
ajtas-3077	131	10	)	)	PUNCT
ajtas-3077	131	11	.	.	PUNCT
ajtas-3077	132	1	12	12	NUM
ajtas-3077	132	2	.	.	PUNCT
ajtas-3077	133	1	mdpi	mdpi	X
ajtas-3077	133	2	.	.	PUNCT
ajtas-3077	134	1	future	future	ADJ
ajtas-3077	134	2	internet	internet	NOUN
ajtas-3077	134	3	:	:	PUNCT
ajtas-3077	135	1	vol	vol	NOUN
ajtas-3077	135	2	.	.	PUNCT
ajtas-3077	136	1	16	16	NUM
ajtas-3077	136	2	,	,	PUNCT
ajtas-3077	136	3	issue	issue	VERB
ajtas-3077	136	4	4	4	NUM
ajtas-3077	136	5	[	[	X
ajtas-3077	136	6	electronic	electronic	ADJ
ajtas-3077	136	7	resource	resource	NOUN
ajtas-3077	136	8	]	]	PUNCT
ajtas-3077	136	9	.	.	PUNCT
ajtas-3077	137	1	access	access	NOUN
ajtas-3077	137	2	mode	mode	PROPN
ajtas-3077	137	3	:	:	PUNCT
ajtas-3077	137	4	https	https	NOUN
ajtas-3077	137	5	:	:	PUNCT
ajtas-3077	137	6	//	//	NUM
ajtas-3077	137	7	www	www	NOUN
ajtas-3077	137	8	.	.	PUNCT
ajtas-3077	138	1	mdpi	mdpi	PROPN
ajtas-3077	138	2	.	.	PUNCT
ajtas-3077	139	1	com	com	NOUN
ajtas-3077	139	2	/1999	/1999	NOUN
ajtas-3077	139	3	-	-	PUNCT
ajtas-3077	139	4	5903/16/4/115	5903/16/4/115	PROPN
ajtas-3077	139	5	(	(	PUNCT
ajtas-3077	139	6	date	date	NOUN
ajtas-3077	139	7	of	of	ADP
ajtas-3077	139	8	access	access	NOUN
ajtas-3077	139	9	:	:	PUNCT
ajtas-3077	139	10	14.08.2025	14.08.2025	NUM
ajtas-3077	139	11	)	)	PUNCT
ajtas-3077	139	12	.	.	PUNCT
ajtas-3077	140	1	13	13	NUM
ajtas-3077	140	2	.	.	X
ajtas-3077	140	3	ijert	ijert	NOUN
ajtas-3077	140	4	.	.	PUNCT
ajtas-3077	141	1	ai	ai	AUX
ajtas-3077	141	2	driven	drive	VERB
ajtas-3077	141	3	hybrid	hybrid	ADJ
ajtas-3077	141	4	multi	multi	ADJ
ajtas-3077	141	5	cloud	cloud	PROPN
ajtas-3077	141	6	governance	governance	NOUN
ajtas-3077	141	7	strategy	strategy	NOUN
ajtas-3077	141	8	[	[	X
ajtas-3077	141	9	electronic	electronic	ADJ
ajtas-3077	141	10	resource	resource	NOUN
ajtas-3077	141	11	]	]	PUNCT
ajtas-3077	141	12	.	.	PUNCT
ajtas-3077	142	1	access	access	NOUN
ajtas-3077	142	2	mode	mode	PROPN
ajtas-3077	142	3	:	:	PUNCT
ajtas-3077	142	4	https	https	NOUN
ajtas-3077	142	5	:	:	PUNCT
ajtas-3077	142	6	//	//	NUM
ajtas-3077	142	7	www	www	PROPN
ajtas-3077	142	8	.	.	PUNCT
ajtas-3077	143	1	ijert	ijert	PROPN
ajtas-3077	143	2	.	.	PUNCT
ajtas-3077	144	1	org	org	PROPN
ajtas-3077	144	2	/	/	PUNCT
ajtas-3077	144	3	ai	ai	AUX
ajtas-3077	144	4	driven	drive	VERB
ajtas-3077	144	5	hybrid	hybrid	ADJ
ajtas-3077	144	6	multi	multi	ADJ
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ajtas-3077	175	2	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	3	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	4	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	5	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	6	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	7	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	8	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	9	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	10	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	11	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	12	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
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ajtas-3077	175	14	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
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ajtas-3077	175	16	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	17	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	18	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
ajtas-3077	175	19	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	https://www.wired.com/story/europe-gaia-x-cloud-amazon-google	NUM
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