ETL waa soo gaabinta soo saarista, Beddelka, iyo Xamuulka^{(Extract, Transform, and Load)} . Waa habka xogta laga soo ururiyo ilo xogeed oo kala duwan loona beddelo qaab la kaydin karo laguna tixraaci karo mustaqbalka. Maamulka xogta^(Data) waa la fududeeyay, kaydinta xogtana waxaa lagu wanaajiyaa iyadoo la adeegsanayo kaydadka xogta iyo tignoolajiyada ETL kuwan oo kale ah. ^(ETL)Kuwa soo socdaa waa doorasho gacmeed oo ah qalabka ETL ee ugu fiican , oo ay weheliso sharraxaadaha sifooyinkooda ugu caansan iyo isku xirka shabakadaha internetka. Liiska agabka ETL waxa ka mid ah agabka ganacsiga iyo isha furan ee ETL labadaba .

28 Liiska Qalabka ETL ee ugu Fiican^{(28 Best ETL Tools list)}

Software-ka ETL^(ETL) waxa uu xogta ka ururiyaa nidaamyada ilaha kala duwan ee RDBMS , wax ka beddelaa (tusaale ahaan, iyada oo la adeegsanayo xisaabinta iyo isku xidhka), ka dibna waxa ay gelisaa nidaamka Warehouse Data^{(Data Warehouse)} . Xogta^(Data) waxaa laga soo qaadaa kaydka xogta OLTP , oo loo beddelo inay ku habboonaato qorshaha bakhaarka xogta, ka dibna lagu quudiyo kaydka xogta. Sii wad akhriska si aad u barato Python ETL iyo kuwa la mid ah. Kuwa soo socda waa liiska agabka isha furan ee ETL oo leh sifooyinkooda.

1. Fivetran

Fivetran waa aaladda ETL ee la qabsata isbeddelka muuqaalka oo leh astaamo muuqda oo hoos ku taxan:

• Waa mid ka mid ah kuwa ugu sarreeya Cloud ETL Tools sababtoo ah waxay si toos ah ula qabsato isbeddellada schema iyo API^{(automatically adjusts to schema and API changes)} , taasoo ka dhigaysa helitaanka xogta mid sahlan oo la isku halleyn karo.
• Waxay kaa caawinaysaa horumarinta habab adag oo otomaatig ah iyada oo la isticmaalayo schemas qeexan.
• Software-kani wuxuu kuu ogolaanayaa inaad ku darto ilo xog dheeraad ah si degdeg ah^{(add additional data sources quickly)} .
• Looma baahna tababar ama xeer gaar ah.
• BigQuery, Snowflake, Azure, Redshift , iyo xog ururin kale waa la taageeray.
• Waxay ku siinaysaa SQL helitaanka^{(SQL access)} dhammaan xogtaada.
• Ku-noqoshada dhamaystiran^{(Complete replication)} waxa loo dajiyay si toos ah.

2. IBM Infosphere Data Stage

Marxaladda Xogta IBM^{(IBM Data Stage)} sidoo kale waa mid ka mid ah qalabka ETL ee ugu wanaagsan ee liiskan ku jira kaas oo kuu ogolaanaya inaad xakamayso xogta badan ee la ballaariyay oo aad ku xidho ururkaaga adduunka intiisa kale.

• Waxay bixisaa xogta ETL lagu kalsoonaan karo^{(reliable ETL data)} .
• Hadoop iyo Big Data^{(Hadoop and Big Data)} waa la taageeray.
• Kaydinta dheeraadka ah ama adeegyada waa la geli karaa ^(accessed) iyada oo aan la rakibin software ama qalab^{(without new software or hardware)} cusub.
• Codsigan wuxuu u oggolaanayaa isku-dhafka xogta waqtiga-dhabta ah.
• Waxay mudnaan siisaa hawlgallada muhimka ah^{(mission-critical operations)} si ay ugu faa'iidaystaan ​​qalabkaaga.
• Waxay ku siinaysaa awood aad ku xalliso dhibaatooyinka xogta waaweyn ee adag.
• Waxa laga yaabaa in lagu rakibo dhismaha dhexdiisa ama daruuraha^{(on-premises or in the cloud)} .

Sidoo kale akhri: ^{(Also Read:)} 31-ka Aaladaha xoqitaanka Shabakadda ee ugu Fiican^{(31 Best Web Scraping Tools)}

3. K2View

K2View waxay isticmaashaa hab hay'ad ETL ah waana mid ka mid ah kuwa ugu wanaagsan sababahan soo socda:

• Xallinteeda ETL^(ETL) -ku-salaysan-ku-salaysan waxay dhererisaa xogta dhamaystiran ee is-dhexgalka-diyaarinta-wareejinta nolosha ee ku salaysan hay'adaha ganacsiga sida macaamiisha, aaladaha, amarada^{(customers, devices, orders)} , iyo qaar kaloo badan.
• Waxay bixisaa aragtida 360-degree ee hay'adda miisaan ahaan^{(360-degree view of the entity at scale)} , oo u oggolaanaysa bixinta xog-labaad-labaad.
• Waxay la shaqeysaa nooc kasta oo is-dhexgalka ah, oo ay ku jiraan riix-iyo-jiid, baahinta tooska ah, iyo CDC^{(push-and-pull, live streaming, and CDC)} .
• Waxa kale oo ay nadiifisaa, qaabaysaa, tayaysaa, oo qarinaysaa xogta^{(cleans, formats, enriches, and anonymizes data)} wakhtiga dhabta ah, taas oo suurtogal ka dhigaysa in la sameeyo falanqayn hawleed oo ay raacdo shuruudaha sharciyeynta.
• Waxay abuurtaa habraacyo dhuumaha xogta ah oo isdabajoog ah^{(iterative data pipeline processes)} taasoo u oggolaanaysa qalabaynta iyo soo saarista dhammaystiran.
• Waxay meesha ka saaraysaa shuruudaha kaydinta ama tas-hiilaadka diyaarinta iyadoo beddeleysa xogta ku xiran hay'adaha ganacsiga.

4.Talend

Talend's Open Studio waa mid ka mid ah aaladaha ^(Studio)ETL ee bilaashka ah oo furan oo leh astaamo muuqda oo hoos ku taxan:

• Waxaa loo qaabeeyey in lagu beddelo, la isku geeyo, oo la cusboonaysiiyo xogta^{(transform, aggregate, and update data)} ilo dhawr ah.
• Codsigan waxa uu la socdaa astaamo ururin fudud oo fududaynaya ku shaqaynta xogta.
• Xalkan ETL wuxuu xamili karaa is dhexgalka xogta weyn, tayada xogta, iyo maaraynta xogta sare^{(big data integration, data quality, and master data management)} .
• Waxay si aan kala go 'lahayn isugu xidhaa in ka badan 900 oo xog-ururin oo kala duwan, faylal, iyo codsiyo ah^{(over 900 different databases, files, and applications)} .
• Waa suurtogal in la is waafajiyo xogta badan inta u dhaxaysa nidaamyada xogta.
• Qalabka maaraynta iyo la socodka waxa loo isticmaalaa in lagu bilaabo laguna kormeero shaqooyinka.
• Waxay taageertaa socodka shaqada habsocodka casriga ah iyo isbeddellada is-dhexgalka xogta muhiimka ah^{(sophisticated process workflows and significant data integration transformations)} .
• Waxay xamili kartaa naqshadeynta, dhismaha, tijaabinta, iyo geynta hababka isdhexgalka^{(design, construction, testing, and deployment of integration processes)} , iyo waxyaabo kale.

Sidoo kale akhri: ^{(Also Read:)} 16 ka ugu Fiican Joojinta Xayeysiiska ee Chrome^{( 16 Best Ad Blocking Extension for Chrome)}

5. Dhaqdhaqaaqa^{(5. Actian)}

Actian's DataConnect waa isku dhafka xogta iyo xalka ETL kaas oo isku daraya waxa ugu fiican labada adduun.

• Gudaha dhismaha ama daruuraha, qalabku wuxuu kaa caawinayaa qaabaynta, geynta, iyo maaraynta isku dhafka xogta^{(designing, deploying, and managing data integrations)} .
• Boqolaal xirayaasha horay loo dhisay ayaa kuu oggolaanaya inaad ku xirto goobta-dhismaha iyo ilaha daruuraha.
• Waxay bixisaa hab loogu talagalay API-yada adeegga shabakadda ee RESTful^{(RESTful web service APIs)} kuwaas oo ah kuwo fudud oo la habeeyey.
• Qaabka IDE -ga , waxaad si fudud u cabbiri kartaa oo aad dhammaystiri kartaa isku-dhafka adiga oo siinaya habab dib loo isticmaali karo.
• Qalabkan loogu talagalay isticmaalayaasha awoodda ayaa kuu oggolaanaya inaad si toos ah ula shaqeyso metadata.
• Waxay leedahay noocyo kala duwan oo kala duwan oo la kala dooran karo^{(variety of deployment options)} .

6. Qlik Real-Time ETL

Qlik waa ETL iyo qalab isku dhafka xogta. Sawirada, dashboards, iyo codsiyada^{(Visualizations, dashboards, and applications)} dhamaantood waa la abuuri karaa iyada oo la isticmaalayo.

• Waxa kale oo ay kuu ogolaanaysaa inaad aragto sheekada dhamaystiran ee ku jirta xogta dhexdeeda.
• Waxay ka jawaabtaa wakhtiga dhabta ah^{(responds in real-time)} isdhexgalka iyo isbeddelada.
• Waxaa jira ilo xogo kala duwan iyo noocyo faylal ah^{(various data sources and file types)} oo la isticmaali karo.
• Waxay abuurtaa muuqaal la beddeli karo iyo xog firfircoon oo muuqaal ah^{(customizable and dynamic data visualizations)} iyadoo la adeegsanayo is-dhexyaal-jiid-iyo-hoos.
• Waxay kuu ogolaaneysaa inaad ka gudubto walxaha adag adoo isticmaalaya raadinta dabiiciga ah.
• Sidoo kale, waxa ay siisaa xogta iyo ilaalinta macluumaadka dhammaan agabka^{(data and content protection across all devices)} .
• Waxay isticmaashaa hal xarun si ay u faafiso falanqaynta muhiimka ah, oo ay ku jiraan apps iyo wararka^{(apps and news)} .

7. Dataddo

Dataddo waa madal ETL -ku-saleysan oo dabacsan oo u baahan codeeyn ka kooban sifooyinka soo socda:

• Maktabadeeda weyn ee isku xidhayaasha iyo ilaha xogta la habeeyey waxay ku siinaysaa koontarool dhamaystiran oo ku saabsan cabbirada iyo guryaha aad u baahan tahay.
• Guddiga kontoroolka dhexe ayaa isku mar la socda xaaladda dhammaan dhuumaha xogta^{(monitors the status of all data pipelines)} .
• Intaa waxa dheer, madalku waxa ay si la mid ah ula shaqaysaa kaydinta xogtaada jirta, iyada oo aan u baahnayn wax isbeddel ah oo ku yimaada qaab dhismeedka xogtaada.
• Way fududahay in loo isticmaalo dadka aan farsamada ahayn sababtoo ah is-dhexgalkeeda fudud^{(simple user interface)} .
• Xagga amniga, waxay u hoggaansantaa GDPR, SOC2, iyo heerarka ISO 27001^{(GDPR, SOC2, and ISO 27001 standards)} .
• Interface-ka saaxiibtinimada leh ee Dataddo , fududaynta hirgelinta, iyo tignoolajiyada cusub ee isdhexgalka ayaa^{(user-friendly interface, easy implementation, and novel integration technologies)} fududeeya dhisidda dhuumaha xogta ee la isku halayn karo.
• Dataddo waxay maamushaa cusboonaysiinta API gudaha^{(API updates internally)} , markaa looma baahna dayactir.
• Toban maalmood gudahood, xiriiro cusub ayaa lagu dari karaa.
• Ilaha kasta, waxaad dooran kartaa tayadaada iyo cabbiradaada.

Sidoo kale akhri: ^{(Also Read:)} 15 Bixiyeyaasha iimaylka bilaashka ah ee ugu Wanaagsan ee Ganacsiga Yaryar^{(15 Best Free Email Providers for Small Business)}

8. Isku-duwaha Xogta Oracle^{(8. Oracle Data Integrator)}

Software-ka ETL waa Oracle Data Integrator . Waa koox xog ah oo loo maamulo sidii hal qayb.

• Hadafka xog-ururintani waa in lala socdo oo la soo saaro xogta ku habboon^{(keep track of and retrieve relevant data)} .
• Waa mid ka mid ah qalabka imtixaanka ETL ee ugu waxtarka badan , taasoo u oggolaanaysa adeegaha inuu maareeyo tiro badan oo xog ah iyadoo u oggolaanaysa isticmaaleyaasha kala duwan inay helaan macluumaad isku mid ah.
• Waxay bixisaa waxqabad joogto ah iyadoo u qaybinaysa xogta guud ahaan darawalada^{(distributing data across drives)} si la mid ah.
• Waxay ku haboontahay labada hal tusaale iyo kutlada codsiga dhabta ah ee aduunka^{(single-instance and real-world application clusters)} .
• Imtixaanka codsiga wakhtiga-dhabta ah^{(Real-time application testing)} sidoo kale waa la heli karaa.
• Si aad u qaado xog badan, waxaad u baahan doontaa xidhiidh xawaare sare leh.
• Waxay la jaan UNIX/Linux and Windows systems .
• Waxa ay leedahay taageero maangal ah.
• Shaqadani waxay kuu ogolaanaysaa inaad ku xidho ^{(connect to a)} kaydka xogta fog, miis, ama muuqaal^{(remote database, table, or view)} .

9. Logstash

Xogta soo socota ee ururinta dhuumaha ee liiska waa Logstash oo loo arko mid ka mid ah kuwa ugu wanaagsan sababaha soo socda awgood:

• Waxay soo ururisaa xogta gelisyada waxayna u dirtaa Elasticsearch si ay u tilmaamto^{(data inputs and sends them to Elasticsearch for indexing)} .
• Waxay awood kuu siinaysaa inaad xog ka ururiso ilo kala duwan oo aad ka dhigto mid la heli karo si mustaqbalka loo isticmaalo.^{(available for future use.)}
• Logstash waxay keeni kartaa xogta ilo kala duwan waxayna ka dhigi kartaa mid caadi ah si loogu isticmaalo meelaha aad rabto.
• Waxay awood kuu siinaysaa inaad nadiifiso oo aad dimuqraadiyayso dhammaan xogtaada si aad ugu diyaargarowdo falanqaynta oo aad isticmaasho sawir-qaadista.
• Waxay bixisaa awoodda lagu xoojinayo habaynta xogta^{(consolidate data processing)} .
• Waxay baartaa xog badan oo habaysan oo aan habaysan iyo sidoo kale dhacdooyinka.
• Waxay siisaa fur-ins si loogu xidho ilo wax-gelineed oo badan iyo goobo^{(plug-ins for connecting to numerous input sources and platforms)} .

10. CData Sync

Gudaha CData Sync , dhammaan xogtaada Cloud/SaaS waxaa laga yaabaa in si sahal ah loogu koobiyo^(duplicated) xog kasta ama bakhaarka xogta daqiiqado gudahood.

• Waxaad ku xidhi kartaa xogta kaxaysa ururkaaga BI, Analytics, iyo Barashada Mashiinka^{(BI, Analytics, and Machine Learning)} .
• Waxay ku xidhi kartaa xog ururinta sida Redshift, Snowflake, BigQuery, SQL Server, MySQL, iyo kuwa kale^{(Redshift, Snowflake, BigQuery, SQL Server, MySQL, and others)} .
• CData Sync waa dhuun xog fudud oo ka soo dejisa xogta codsi kasta^{(imports data from any application)} ama isha xogtaada xogtaada ama bakhaarka xogta.
• Waxay la midaysaa in ka badan 100 ilaha xogta ganacsiga, oo ay ku jiraan CRM, ERP, Automation Marketing, Accounting, Collaboration^{(CRM, ERP, Marketing Automation, Accounting, Collaboration)} , iyo kuwa kale.
• Waxa ay soo bandhigtaa nuqul ka mid ah xogta kordhinta oo toos ah^{(automated incremental data replication)} oo caqli leh.
• ^(Data)Isbeddelka xogta ee ETL/ELT ayaa laga yaabaa in gebi ahaanba la habeeyo.
• Waxaa loo isticmaali karaa gudaha ama daruuraha^{(locally or in the cloud)} .

Sidoo kale akhri: ^{(Also Read:)} Sida loo xannibo oo looga furo mareegaha Google Chrome^{(How to Block and Unblock a Website on Google Chrome)}

11. Isku-dhafka.io^{(11. Integrate.io)}

Integrate.io waa meheradda-e-ganacsi-ku-dirirka Xogta Isku-dhafka Warehouse^{(Data Warehouse Integration Platform)} . Mid ka mid ah qalabka ugu wanaagsan ee isha furan ee ETL wuxuu ka kooban yahay astaamo la dareemi karo oo hoos ku taxan:

• Waxay ka caawisaa ganacsiyada e-ganacsiga si ay u horumariyaan aragtida 360-degree^{(360-degree perspective)} ee macaamiishooda, soo saarista hal il oo run ah oo loogu talagalay xulashooyinka xogta ay wado, kor u qaadida fikradaha macaamiisha iyada oo loo marayo fikradaha hawlgalka oo la hagaajiyay, iyo kor u qaadida ROI .
• Waxay bixisaa xal -beddel xogta code-hoose oo^{(low-code data transformation solution)} leh awood badan.
• Xogta waxa laga soo saari karaa il kasta oo RestAPI karti u leh^{(RestAPI-enabled source)} . Haddii aysan jirin RestAPI , waxaad isticmaali kartaa Integrate.io's API Generator si aad mid u dhisto.
• Xogta waxaa loo diri karaa keydka macluumaadka, bakhaarada xogta, NetSuite, iyo Salesforce^{(databases, data warehouses, NetSuite, and Salesforce)} .
• Integrate.io wuxuu la mideeyaa Shopify, NetSuite, BigCommerce, iyo Magento^{(Shopify, NetSuite, BigCommerce, and Magento)} , oo ka mid ah aaladaha kale ee ganacsiga e-commerce ee waaweyn.
• Astaamaha amniga sida sirta heerka goobta, shahaadada SOC II, u hoggaansanaanta GDPR, iyo qarinta xogta ayaa^{(field-level data encryption, SOC II certification, GDPR compliance, and data masking)} kaa caawinaysa inaad la kulanto dhammaan heerarka sharciga.
• Integrate.io waxay qiimeysaa adeegga macaamiisha iyo jawaab celinta.

12. Qalliinka Surge^{(12. QuerySurge)}

RTTS waa mid kale oo ka mid ah aaladaha ETL ee ugu fiican liiskan kaas oo abuuray xalka tijaabada ETL ee loo yaqaan ^(ETL)QuerySurge kaas oo leh astaamaha soo socda:

• Waxaa la abuuray iyada oo ujeedadu tahay in si otomaatig ah loo tijaabiyo Kaydka Xogta iyo Xogta Weyn^{(goal of automating the testing of Data Warehouses and Big Data)} .
• Waxa kale oo ay hubinaysaa in xogta laga soo ururiyay ilaha xogta lagu kaydiyo hababka loo socdo.
• Waxay ku siinaysaa awood aad ku wanaajiso tayada xogta iyo maamulka^{(improve data quality and governance)} .
• Wareegyada gudbinta xogtaada waxaa lagu kordhin karaa barnaamijkan.
• Waxay caawisaa in si toos ah loo tijaabiyo gacanta^{(automation of manual testing)} .
• Waxay ku bixisaa tijaabinta goobo kala duwan, oo ay ku jiraan Oracle, Teradata, IBM, Amazon, Cloudera , iyo kuwa kale.
• Waxay dardar gelisaa nidaamka tijaabada 1,000 jeer^{(accelerates the testing procedure 1,000 times)} iyadoo isla mar ahaantaana bixinaysa 100 boqolkiiba xogta caymiska.
• Inta badan Build , ETL , iyo software maaraynta QA, waxay ku daraysaa xal ka baxsan sanduuqa DevOps^{(out-of-the-box DevOps solution)} .
• Waxay keentaa warbixinnada iimaylka iyo dashboard-yada caafimaadka xogta^{(email reports and data health dashboards)} kuwaas oo la wadaago oo otomaatig ah.

13. Rivery

Webiga ayaa^(Rivery) otomaatig u ah oo u habeeya dhammaan hawlgallada xogta, isaga oo awood u siinaya ururrada inay gartaan awoodda xogtooda.

• Dhammaan ilaha xogta gudaha iyo dibadda ee shirkadda waa la mideeyey, la beddelay, laguna maamulay daruuraha iyada oo loo marayo madal Rivery's ETL .
• Rivery waxay siisaa kooxaha awood ay ku abuuraan oo ay^{(create and clone bespoke environments)} ku xidhaan bay'ad looga hadlo kooxaha ama mashaariicda.
• Rivery waxa ay leedahay maktabad balaadhan oo ah moodooyinka xogta ee hore loo dhisay^{(pre-built data models)} oo awood u siinaya kooxaha xogta inay si dhakhso leh u horumariyaan dhuumaha xogta waxtarka leh.
• Waa madal si buuxda loo maareeyay oo aan lahayn kood, is-scalability, iyo madax-xanuun^{(no coding, auto-scalability, and no headaches)} .
• Rivery waxay daryeeshaa dhabarka dambe, taasoo u oggolaanaysa kooxuhu inay xoogga saaraan shaqada muhiimka ah halkii ay ka ahaan lahaayeen dayactir joogto ah.
• Waxay awood u siinaysaa ganacsiyada inay isla markaaba xogta ka soo gudbiyaan bakhaarrada daruuriga ah barnaamijyada ganacsiga, daruuraha suuq-geynta, CPD-yada^{(deliver data from cloud warehouses to business apps, marketing clouds, CPDs)} , iyo nidaamyada kale.

Sidoo kale akhri: ^{(Also Read:)} 28ka ugu Wanaagsan ee Nuqulka Faylka ee Windows^{(28 Best File Copy Software for Windows)}

14. DBConvert

DBConvert waa aaladda ETL ee isku xidhka xogta iyo isgaadhsiinta waxayna booskeeda kaga jirtaa liiska agabka ETL sababahan soo socda awgood:

• Codsigan waxa ku jira in ka badan toban matoorada macluumaadka .^{(more than ten database engines)}
• Waxay kuu ogolaanaysaa inaad ku gudbiso in ka badan 1 milyan oo diiwaanka xogta^{(1 million database records)} wakhti gaaban gudaheed.
• Adeegyada soo socda waa la taageeraa: Microsoft Azure SQL, Amazon RDS, Heroku, iyo Google Cloud^{(Microsoft Azure SQL, Amazon RDS, Heroku, and Google Cloud)} .
• Waxaa jira in ka badan 50 waddo oo socdaalka ah oo^{(50 migration pathways)} la heli karo.
• Aragtida/wayddiimaha waxaa si toos ah u roga qalabku.
• Waxa ay adeegsataa habka isku xidhka kiciyeyaasha ku salaysan^{(trigger-based synchronization mechanism)} kaas oo dedejiya habka.

15. Xabagta AWS^{(15. AWS Glue)}

AWS Glue waa adeeg ETL ah oo ka caawiya isticmaaleyaasha diyaarinta iyo rarista xogta falanqaynta, qalabkanina waxa uu leeyahay sifooyinka soo socda:

• Waa mid ka mid ah aaladaha ETL ee ugu weyn ee loogu talagalay Xogta Weyn^{(Big Data)} , taasoo kuu oggolaaneysa inaad horumariso oo aad sameyso hawlgallo kala duwan oo ETL ah oo ka socda Console Maamulka AWS^{(AWS Management Console)} .
• Waxay la socotaa sifada raadinta schema si toos ah^{(automatic schema finding feature)} .
• Koodhka lagu soo saarayo , lagu beddelayo, laguna shubayo xogtaada^{(extract, convert, and load your data)} waxa si toos ah u soo saaray qalabkan ETL .
• Hawlaha xabagta AWS waxaa lagu socodsiin karaa jadwal, dalabaad, ama ka jawaabista^{(run on a schedule, on-demand, or in response)} dhacdo gaar ah.

Sidoo kale akhri: ^{(Also Read:)} Zip ama ka fur faylalka iyo faylalka gudaha Windows 10^{(Zip or Unzip Files and Folders in Windows 10)}

16. Alooma

Alooma waa aalad ETL ah oo siisa muuqaalka iyo xakamaynta kooxda.

• Waa xalka sare ee ETL oo leh shabakado badbaado oo ku dhex dhisan^{(built-in safety nets)} oo kuu oggolaanaya inaad maareyso khaladaadka adigoon joojin nidaamkaaga^{(manage errors without stopping your process)} .
• Si loo falanqeeyo, waxaad samayn kartaa mashups isku dhafan macaamil ganacsi ama xogta isticmaalaha xogta ilo kale.
• Waxay isku daraysaa kaydinta xogta silos^{(data storage silos)} hal meel, hadday tahay dhismo ama daruurta^{(on-premises or in the cloud)} .
• Waxay bixisaa hab -goynta dhaqdhaqaaqa xogta^{(cutting-edge method for data movement)} .
• Kaabayaasha Alooma waa la miisaami karaa si loo daboolo baahiyahaaga.
• Waxay kaa caawinaysaa xallinta caqabadaha dhuumaha xogta^{(resolving data pipeline challenges)} .
• Waxay si fudud u caawisaa duubista dhammaan isdhexgalka^{(recording of all interactions)} .

17. Skyvia

Skyvia waa madal xogta daruuriga ah oo uu dhisay Devart taas oo u oggolaanaysa in aan wax sumad ah la gelin xogta, kaydinta, maamulka, iyo gelitaanka^{(no-coding data integration, backup, management, and access)} . Hoos^(Below) waxaa ku yaal astaamo dhowr ah oo ka mid ah aaladaha isha furan ee ugu wanaagsan ee ETL .

• Waxay bixisaa xal ETL ah xaalado kala duwan oo isdhexgalka xogta, oo ay ku jiraan faylasha CSV^{(CSV files)} , database-yada sida SQL Server, Oracle, PostgreSQL, iyo MySQL^{(SQL Server, Oracle, PostgreSQL, and MySQL)} , bakhaar xogta daruuraha sida Amazon Redshift iyo Google BigQuery, iyo apps daruur sida Salesforce, HubSpot, Dynamics CRM^{(Amazon Redshift and Google BigQuery, and cloud apps such as Salesforce, HubSpot, Dynamics CRM)} , iyo kuwa kale.
• Iyada oo in ka badan 40,000 oo macaamiil ku qanacsan yihiin iyo laba waaxood oo R&D ah, Devart waa bixiye si fiican loo yaqaan oo lagu kalsoon yahay oo bixiya xalalka helitaanka xogta, aaladaha xogta, aaladaha horumarinta^{(data access solutions, database tools, development tools)} , iyo alaabada kale ee software.
• Qaababyadu waxay matalaan xaaladaha is-dhexgalka guud.
• Qalabka kaydinta xogta daruuraha ^(cloud) , macmiilka SQL onlayn ah, iyo OData server-as-a-solutio^{(data backup tool, an online SQL client, and an OData server-as-a-service solutio)} n ayaa sidoo kale la bixiyaa.
• ^(Advanced)Dejinta khariidaynta sare , oo ay ku jiraan joogtaynta, fiirsashada, iyo tibaaxaha adag,^{(constants, lookups, and strong expressions,)} ayaa loo bixiyaa wax-is-dabamarinta xogta.
• Waxaad samayn kartaa awada is dhexgalka jadwal.
• Waxay bixisaa awoodda bartilmaameedka si loo ilaaliyo isku xirka xogta ilaha.
• Waa muhiim in la ^{(critical to)} soo dejiyo iyada oo aan nuqullo la helin^{(import without duplicates)} .
• Labada jiho waa la isla meel dhigay.
• Ku habeynta isku-dhafka oo leh farsamo ku-saleysan saaxir-ku-saleysan, farsama-qod la'aan uma baahna aqoon farsamo oo badan.
• Ikhtiyaarada bilaashka ah ayaa diyaar u ah ganacsigan, xalka daruuraha ku salaysan is-diiwaangelinta.

Sidoo kale Akhri: ^{(Also Read:)} 28-ka Qalab ee ugu Wanaagsan ee Dabagalka Kutaanta^{(Top 28 Best Bug Tracking Tools)}

18. Matillion

Matillion waa xal ^(Matillion)ETL -ku-saleysan daruur oo leh astaamo casri ah oo hoos ku taxan:

• Waxay ku siinaysaa awoodda aad ku soo saari karto, ku rari karto, oo aad xogta ku maamulayso si sahlan, xawaare, iyo miisaan^{(extract, load, and manipulate data with ease, speed, and scale)} .
• Xallinta ETL^(ETL) ee kaa caawinaysa inaad si hufan u maamusho ururkaaga.
• Barnaamijku waxa uu caawiyaa helitaanka xogtaada qiimaheeda qarsoon^{(discovery of your data’s hidden worth)} .
• Xalalka ETL waxay kaa caawin karaan inaad si dhakhso leh u gaarto yoolalkaaga ganacsi.
• Waxay ka caawisaa diyaarinta xogta falanqaynta xogta iyo software muuqaalaynta^{(data analytics and visualization software)} .

19. StreamSets

Software- ka StreamSets ETL wuxuu awood kuu siinayaa inaad siiso xog joogto ah dhammaan qaybaha shirkaddaada.

• Iyadoo la taageerayo hab cusub oo ku saabsan injineernimada xogta iyo isdhexgalka, waxay sidoo kale xakameysaa qulqulka xogta^{(controls data drift)} .
• Apache Spark^{(Apache Spark)} , waxaad u rogi kartaa xogta weyn fikradaha ganacsigaaga oo dhan.
• Waxay kuu ogolaanaysaa inaad sameyso ETL baaxad weyn iyo farsamaynta barashada mashiinka^{(perform large-scale ETL and machine learning processing)} adoon isticmaalin luqadaha barnaamijka Scala ama Python .
• Waxay si dhakhso leh ugu shaqeysaa iyada oo leh hal interface oo naqshadaynta, tijaabinta, iyo geynta codsiyada Spark^{(for designing, testing, and deploying Spark applications)} .
• Maareynta leexashada iyo khaladka, waxay siisaa muuqaal dheeri ah hawlgalka Spark .

20. Informatica PowerCenter

Ku xiga ee liiska aaladaha ETL waa Informatica Corporation's Informatica PowerCenter , taas oo ah mid ka mid ah kuwa ugu wanaagsan astaamaha muhiimka ah ee hoos ku taxan:

• Waa mid ka mid ah aaladaha ETL ee ugu weyn ee la heli karo, oo awood u leh in lagu xiro oo xogta laga helo ilo kala duwan^{(connect and get data from various sources)} .
• Waxa ay la socotaa hab habaysan oo meel dhexe ah oo ka dhigaya khaladaadka duubista oo u diida xogta miisaska xidhiidhka ah mid sahlan.
• Waxay ku wanaajisaa waxqabadka iyadoo la adeegsanayo garaadka la dhisay^{(improves performance with built-in intelligence)} .
• Waxa ay awood u leedahay in ay xaddiddo Diiwaanka Kalfadhiga^{(to limit the Session Log)} .
• Qalabkani waxa uu bixiyaa Awood-kordhinta Is-dhexgalka Xogta^{(Data Integration Scale-up Capability)} iyo Casriyeynta^{(Modernization)} Aasaaska Dhismaha Xogta^{(Data Architecture Foundation)} .
• Waxay bixisaa naqshado ka wanaagsan oo leh hababka ugu wanaagsan ee horumarinta code ee la dhaqan galiyay.
• Isku dhafka koodka iyo qalabka qaabeynta software qolo saddexaad^{(Integration of code with third-party software)} ayaa diyaar ah,
• Sidoo kale, waxaad isku dari kartaa xubnaha kooxda juqraafi ahaan kala firdhiyey^{(synchronize among members of a geographically dispersed team)} .

Sidoo kale Akhri: ^{(Also Read:)} 7 Siyadood Oo Loo Hagaajiyo Taageerada CPU Aanan Wareegin^{(7 Ways to Fix CPU Fan Not Spinning)}

21. Blendo

Dhawr gujin oo keliya, Blendo waxay^(Blendo) isku-dubbaridaa xogta u diyaarsan falanqaynta bakhaarka xogtaada.

• Qalabkani wuxuu kaa caawin karaa inaad waqti badan ku badbaadiso hirgelinta.
• Qalabku wuxuu bixiyaa tijaabo bilaash ah oo 14 maalmood ah^{(14-day free trial)} oo leh dhammaan awoodaha.
• Waxay ka helaysaa xogta u diyaarsan bakhaarkaada^{(analytics-ready data into your data warehouse)} adeega daruuraha.
• Waxay awood kuu siinaysaa inaad ku dhex qasto xogta ilo badan sida iibka, suuq-geynta, iyo adeegga macaamiisha jawaabaha dusha sare ee khuseeya ururkaaga^{(sales, marketing, and customer service to surface answers relevant to your organization)} .
• Xogta adag, schemas, iyo miisaska u diyaarsan falanqaynta, qalabkani wuxuu kuu ogolaanayaa inaad si dhakhso ah u dedejiso baaritaankaaga^{(quickly speed up your investigation)} fikradaha.

22. IRI Voracity

Voracity waa ^(Voracity)ETL ku salaysan daruur iyo madal maaraynta xogta ee loo yaqaan CoSort matoorka qiimahiisa la awoodi karo ee xawaaraha ku jira.

• Waxay bixisaa xog-helid ballaadhan, is-dhexgal, guuritaan, maamul, iyo astaamo lafo-gurran oo gudaha iyo dayax-madoobaadka ah^{(data discovery, integration, migration, governance, and analytics features built-in and on Eclipse)} .
• Khariidadaha xogta^(Data) iyo guuritaanka ayaa wax ka beddeli kara xiisaha goobaha, diiwaannada, faylalka, miisaska, oo ay ku dari karaan furayaasha beddelka ah^{(endianness of fields, records, files, tables, and add surrogate keys)} .
• Waxay bixisaa isku-xirayaasha xogta habaysan, qaab-dhismeedka hoose, iyo xogta aan habaysan, xogta joogtada ah iyo qulqulka, nidaamyada taariikhiga ah iyo kuwa hadda jira, goobaha gudaha iyo kuwa daruuraha, xogta joogtada ah iyo qulqulka, nidaamyada taariikhiga ah iyo kuwa casriga ah, iyo goobaha iyo daruuraha.
• Voracity waxay taageertaa boqolaal ilo xog ah waxayna si toos ah u quudisaa BI iyo bartilmaameedyada^{(data sources and directly feeds BI and visualization targets)} aragga oo ah goob falanqaynta wax soo saarka.
• Isbeddellada MR2, Spark, Spark Stream, Storm, ama Tez, iyadoo la adeegsanayo matoorka IRI CoSort-ka badan ee dunta leh iyo khayraad-kabaya^{(Transformations in MR2, Spark, Spark Stream, Storm, or Tez, using the multi-threaded and resource-optimizing IRI CoSort engine)} ayaa sidoo kale la heli karaa.
• Culayska badan ee horay loo soocay, miisaska tijaabada, faylalka habaysan ee gaarka ah, dhuumaha iyo URL-yada, ururinta NoSQL^{(Pre-sorted bulk loads, test tables, custom-formatted files, pipelines and URLs, NoSQL collections)} , iyo bartilmaameedyada kale ayaa laga yaabaa in dhammaantood la abuuro isku mar.
• ETL, dejinta hoose, ku celcelinta, beddelka xogta, beddelka cabbirka, tijaabinta xogta^{(ETL, subsetting, replication, change data capture, slowly changing dimensions, test data creation)} , iyo saaxirayaal badan ayaa diyaar ah.
• Adigoo isticmaalaya agabka iyo xeerarka nadiifinta xogta, waxa aad aqoonsan kartaa, shaandhayn kartaa, midayn kartaa, bedeli kartaa, ansixisay, nidaamin kartaa, habayn kartaa, oo aad soo saari kartaa qiyamka^{(identify, filter, unify, replace, validate, regulate, standardize, and synthesize values)} .
• Sidoo kale, waxa ay bixisa is dhexgalka Splunk iyo KNIME analytics, warbixinta isku gudubka, iyo muranka xogta.
• Isticmaalayaashu waxay isticmaali karaan madal si ay u dedejiyaan ama uga tagaan xal ETL hadda , sida Informatica , waxqabad ama sababo kharash.
• Xallinta ETL waxay dhisi kartaa habab-waqtiga-dhabta ah ama habraacyada Dufcadaha kuwaas oo shaqaalaysiiya nidaamyada E, T, iyo L ee la hagaajiyay.
• Isbeddelo badan, tayada xogta, iyo hawlaha waji-xidhka ayaa lagu bixiyaa hawl iyo IO-isku-dhafka xogta.
• Xawaaraheeda ayaa la mid ah kan Ab Initio , halka qiimihiisu uu la mid yahay kan Pentaho .

Sidoo kale Akhri: ^{(Also Read:)} Hagaaji Microsoft Setup Bootstrapper wuu Joojiyay Shaqadii^{(Fix Microsoft Setup Bootstrapper Has Stopped Working)}

23. Warshada xogta Azure^{(23. Azure Data Factory)}

Warshada Xogta Azure^{(Azure Data Factory)} waa xalka isku dhafka xogta taasoo ka dhigaysa habka ETL mid hufan.

• Waa xalka isku dhafka xogta daruuraha kaas oo labadaba kharash-ool ah iyo adeeg la'aan^{(both cost-effective and serverless)} .
• Waxay yaraynaysaa wakhtiga suuqa si loo kordhiyo wax soo saarka.
• Tallaabooyinka amniga Azure^(Azure) waxay kuu oggolaanayaan inaad ku xirto goobta, daruuraha ku saleysan, iyo barnaamijyada-adeegga-adeegga ah^{(on-premises, cloud-based, and software-as-a-service programs)} .
• Dhisidda dhuumaha ETL iyo ELT isku-dhafka ah uma baahna dayactir.
• Waxaad isticmaali kartaa wakhtiga isdhexgalka ee SSIS^{(SSIS integration runtime)} si aad dib ugu soo celiso xirmooyinka SSIS ee goobta .

24. SAS

SAS waa aaladda caanka ah ee ETL oo kuu ogolaanaysa inaad xogta ka hesho ilo kala duwan. Mid ka mid ah qalabka ugu wanaagsan ee isha furan ee ETL wuxuu leeyahay faa'iidooyinka soo socda:

• Hawlaha waxaa laga soo agaasimay meel dhexe. Natiijo ahaan, isticmaalayaashu waxay ka geli karaan abka internetka^(Internet) meel kasta.
• Xogta waxaa lagu tusi karaa iyadoo la isticmaalayo warbixino iyo aragtiyo tirakoob^{(reports and statistical visualizations)} .
• Halkii laga lahaa hal-hal-hal, gaarsiinta codsigu inta badan waxay ku dhowdahay hal-ilaa-badan^{(closer to a one-to-many model)} .
• Waxay awood u leedahay inay samayso falanqayn adag iyo faafinta macluumaadka^{(complex analyses and disseminating information)} gudaha shirkadda.
• Faylasha xogta ceeriin^(Raw) waxaa lagu arki karaa keydka macluumaadka dibadda.
• Waxay u isticmaashaa agabka ETL ee caadiga ah gelida xogta, qaabaynta, iyo beddelka^{(data entry, formatting, and conversion)} si ay kaaga caawiso maamulida xogtaada.
• Isticmaalayaashu waxay heli karaan hagaajin iyo casriyeyn iyagoo isticmaalaya cusboonaysiinta sifada dhexe.

25. Pentaho Data Integration

Pentaho sidoo kale waa mid ka mid ah aaladaha ugu wanaagsan isha furan ee ETL . Waa kaydinta xogta iyo software falanqaynta ganacsiga waxayna leedahay muhiimada soo socota:

• Barnaamijku waxa uu isticmaalaa hab fudud oo is-dhexgal ah^{(simple and interactive method)} si uu uga caawiyo isticmaalayaasha ganacsiga helitaanka, ogaanshaha, iyo isku darka xogta^{(accessing, discovering, and merging data)} dhammaan noocyada iyo cabbirrada.
• Dhuumaha xogta ayaa laga yaabaa in la dardargeliyo iyadoo la kaashanayo goob ganacsi.
• Bulshada^(Community) Tafatiraha Dashboard^{(Dashboard Editor)} -ka waxa uu suurtageliyaa abuurista iyo hawlgelinta degdega ah^{(rapid creation and deployment)} .
• Waa xal dhamaystiran dhammaan dhibaatooyinka isku dhafka xogta.
• La'aanteed shuruudda codaynta, xog-ururinta weyn waa suurtogal.
• Falanqaynta ku duugan ayaa lagu fududeeyay barnaamijkan.
• Dhab ahaantii isha xogta kasta waa la geli karaa
• Dashboard-yada gaarka^(Custom) ah waxay kaa caawinayaan inaad sawirto xogta.
• Kaydka xogta daruuriga ah ee caanka ah, taageerada culeyska badan ayaa diyaar ah^{(bulk load support is available)} .
• Waxay bixisaa awood lagu isku daro dhammaan xogta si sahlan loo isticmaalo^{(combine all data with ease of usage)} .
• Waxay awood u siinaysaa mongo dB ka warbixinta hawlgelinta^{(mongo dB operational reporting)} .

Sidoo kale akhri: ^{(Also Read:)} Sida loo tuso heerkulka CPU iyo GPU ee shaqada^{(How to Show CPU and GPU Temperature on Taskbar)}

26. Etleap

Tignoolajiyada Etleap^(Etleap) waxay caawisaa shirkadaha u baahan xog la isku halleyn karo oo la isku halleyn karo si loo falanqeeyo dhakhso iyo saxsan. Kuwa soo socda ayaa ah astaamo yar oo ka mid ah aaladaha isha furan ee ugu wanaagsan ee ETL .

• Waxaad u isticmaali kartaa qalabkan si aad u horumariso dhuumaha xogta ETL .
• Waxay gacan ka geysataa dhimista dadaalka injineernimada^{(reduction of engineering efforts)} .
• Waad abuuri kartaa, maareyn kartaa, oo kori kartaa dhuumaha ETL^{(create, manage, and grow ETL pipelines)} adiga oo aan qorin hal xariiq oo kood ah.
• Waxay kuu oggolaaneysaa inaad si fudud u dhexgeliso dhammaan ilahaaga .^{(integrate all of your sources)}
• Etleap waxay la socotaa dhuumaha ETL waxayna ka caawisaa arrimaha sida cusboonaysiinta schema iyo xaddidaadaha isha API^{(schema updates and source API restrictions)} .
• Isticmaalka habaynta dhuumaha iyo jadwalaynta, waxaad si toos ah u samayn kartaa dhaqdhaqaaqyada soo noqnoqda.

27. Hevo

Hevo sidoo kale waa mid ka mid ah aaladaha ETL ee ugu wanaagsan ee liiskan ku jira oo aan lahayn koodka xogta dhuumaha^{(Data Pipeline)} . Waxay kuu ogolaan kartaa inaad xogta ka soo qaadatid wakhtiga dhabta ah il kasta, oo ay ku jiraan xog-ururinta, codsiyada daruuraha, SDKs, iyo qulqulka^{(databases, cloud applications, SDKs, and streaming)} .

• Hevo waxay qaadataa dhowr daqiiqo oo kaliya si loo dejiyo oo u ordo.
• Hevo waxay ku siinaysaa digniino sax ah iyo la socosho faahfaahsan si had iyo jeer ay ugu sarrayso xogtaada.
• Algorithms-yada xoogga leh ee Hevo waxay ogaan karaan schema xogta soo socota waxayna ku celin karaan bakhaarka xogta^{(detect incoming data schema and replicate it in the data warehouse)} iyada oo aan la isticmaalin isticmaale kasta.
• Waxay ku dhisan tahay qaab -dhismeedka wakhtiga-dhabta ah ee qulqulka^{(real-time streaming architecture)} kaas oo kuu ogolaanaya inaad geliso xogta bakhaarkaada wakhtiga dhabta ah.
• Tani waxay hubinaysaa inaad diyaar u tahay inaad falanqaynayso xogta mar kasta.
• Kahor iyo ka dib u haajiridda xogta bakhaarka, Hevo waxaa ku jira qalabyo casri ah oo kuu oggolaanaya inaad nadiifiso, wax ka beddesho, oo aad kor u qaaddo xogtaada^{(clean, modify, and enhance your data)} .
• Waxay u hoggaansamaan GDPR, SOC II, iyo xeerarka HIPAA^{(GDPR, SOC II, and HIPAA regulations)} .

Sidoo kale akhri: ^{(Also Read:)} Top 12 ugu fiican GPS Trackers^{(Top 12 Best GPS Trackers)}

28. Adeegyada Is-dhexgalka ee SQL Server^{(28. SQL Server Integration Services)}

Hawlaha ETL waxaa lagu sameeyaa Adeegyada Is-dhexgalka ee SQL Server^{(SQL Server Integration Services)} , qalab kaydinta xogta, iyo ilahan furan ee ETL waxay leeyihiin sifooyinka soo socda:

• Isdhexgalka SQL Server^{(SQL Server Integration)} sidoo kale wuxuu la yimaadaa tiro badan oo shaqooyin horay loo dhisay^{(large number of pre-built jobs)} .
• Microsoft Visual Studio iyo SQL Server^{(Microsoft Visual Studio and SQL Server)} ayaa si adag ugu xidhan.
• Ilaalinta iyo habaynta baakadu way fududahay.
• Waxa ay meesha ka saartaa shabkada laf dhabarta u ah gelinta xogta.
• Xogta waxaa la keeni karaa dhowr goobood isku mar^{(imported to several locations simultaneously)} .
• Isla xirmo la mid ah, waxa laga yaabaa inay xakamayso xogta ilo xogeedyo badan^{(data from many data sources)} .
• SSIS waxa^(SSIS) ay aqbashaa xogta ilo adag sida FTP, HTTP, MSMQ, iyo adeegyada falanqaynta^{(FTP, HTTP, MSMQ, and Analysis services)} .

lagu taliyay:^{(Recommended:)}

• Sida Loo Fududeeyo Taageerada Xakamaynta Minecraft^{(How to Enable Minecraft Controller Support)}
• 26 Software Macdanta Ugu Fiican^{(26 Best Data Mining Software)}
• 11 Heer kulka WiFi ugu Fiican iyo Dareemka Humidnimada^{(11 Best WiFi Temperature and Humidity Sensor)}
• 25 Aaladaha Gurguurta ee Shabakadda Bilaashka ah ee ugu Fiican^{(25 Best Free Web Crawler Tools)}

Waxaan rajeyneynaa in maqaalkani uu waxtar lahaa oo aad ka baratay liiska qalabka ETL^{(ETL tools list)} ee ugu fiican . Noo sheeg liiska aad jeceshahay ishaada furan ama Python ETL . Fadlan xor u noqo inaad ku tuurto su'aalahaaga ama taladaada qaybta faallooyinka. Sidoo kale, noo soo sheeg waxaad rabto inaad barato marka xigta.

28 Best ETL Tools list

ETL is an abbreviation for Extract, Transform, and Load. It is the process of collecting data from diverse data sources and converting it into a format that can be stored and referenced in the future. Data administration is made easier, and data warehousing is improved by employing databases and ETL technologies like these. The following is a hand-picked selection of the best ETL tools, along with descriptions of their most popular features and links to respective websites. The ETL tools list includes both commercial and open source ETL tools.

28 Best ETL Tools list

ETL software collects data from various RDBMS source systems, modifies it (for example, by applying computations and concatenations), and then inserts it into the Data Warehouse system. Data is taken from an OLTP database, transformed to fit the data warehouse schema, and then fed into the data warehouse database. Continue reading to learn about Python ETL and similar ones. Following is a list of open source ETL tools with their features.

1. Fivetran

Fivetran is an ETL tool that adapts to the changing landscape with noticeable features that are listed below:

• It’s one of the top Cloud ETL Tools because it automatically adjusts to schema and API changes, making data access simple and dependable.
• It assists you in the development of strong and automated processes using defined schemas.
• This software allows you to add additional data sources quickly.
• There is no need for training or specific code.
• BigQuery, Snowflake, Azure, Redshift, and other databases are supported.
• It gives you SQL access to all of your data.
• Complete replication is enabled by default.

2. IBM Infosphere DataStage

IBM Data Stage is also one of the best ETL tools in this list that allows you to handle expanded metadata and link your organization to the rest of the world.

• It provides reliable ETL data.
• Hadoop and Big Data are supported.
• Additional storage or services can be accessed without new software or hardware being installed.
• This application allows for real-time data integration.
• It prioritizes mission-critical operations to make the most of your gear.
• It gives you the ability to solve challenging big data problems.
• It may be installed either on-premises or in the cloud.

Also Read: 31 Best Web Scraping Tools

3. K2View

K2View utilizes an entity approach to ETL and is one of the best for the following reasons:

• Its entity-based ETL solutions span the complete data integration-preparation-delivery lifecycle based on business entities like customers, devices, orders, and many more.
• It provides a 360-degree view of the entity at scale, allowing for split-second data provisioning.
• It works with any form of integration, including push-and-pull, live streaming, and CDC.
• It also cleans, formats, enriches, and anonymizes data in real-time, making it possible to conduct operational analytics and comply with regulatory requirements.
• It creates iterative data pipeline processes that allow for complete automation and productization.
• It removes the requirement for storage or staging facilities by transforming data depending on business entities.

4. Talend

Talend’s Open Studio is one of the free and open source ETL tools with noticeable features that are listed below:

• It’s designed to transform, aggregate, and update data from several sources.
• This application comes with a simple collection of features that simplify working with data.
• This ETL solution can handle big data integration, data quality, and master data management.
• It seamlessly connects over 900 different databases, files, and applications.
• It is possible to synchronize metadata between database systems.
• Management and monitoring tools are used to launch and supervise the jobs.
• It supports sophisticated process workflows and significant data integration transformations.
• It can handle the design, construction, testing, and deployment of integration processes, among other things.

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5. Actian

Actian’s DataConnect is a data integration and ETL solution that combines the best of both worlds.

• On-premises or in the cloud, the tool assists you in designing, deploying, and managing data integrations.
• Hundreds of pre-built connectors allow you to connect to on-premise and cloud sources.
• It offers an approach to RESTful web service APIs that are simple and standardized.
• With the IDE framework, you can easily scale and complete integrations by providing reusable templates.
• This tool for power users allows you to work directly with metadata.
• It has a variety of deployment options.

6. Qlik Real-Time ETL

Qlik is an ETL and data integration tool. Visualizations, dashboards, and applications may all be created using it.

• It also allows you to view the complete story included inside the data.
• It responds in real-time to interactions and changes.
• There are various data sources and file types that may be used.
• It creates customizable and dynamic data visualizations using drag-and-drop interfaces.
• It allows you to traverse difficult materials using natural search.
• Also, it provides data and content protection across all devices.
• It uses a single center to disseminate important analysis, including apps and news.

7. Dataddo

Dataddo is a flexible cloud-based ETL platform that requires no coding consisting of the following features:

• Its large library of connectors and customized data sources provides complete control over the measurements and properties you need.
• A central control panel monitors the status of all data pipelines simultaneously.
• In addition, the platform works in tandem with your existing data stack, needing no changes to your data architecture.
• It’s easy to use for non-technical people due to its simple user interface.
• In terms of security, it complies with GDPR, SOC2, and ISO 27001 standards.
• Dataddo’s user-friendly interface, easy implementation, and novel integration technologies simplify building reliable data pipelines.
• Dataddo manages API updates internally, so there is no need for maintenance.
• Within ten days, new connections can be added.
• For each source, you may choose your own qualities and metrics.

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8. Oracle Data Integrator

ETL software is Oracle Data Integrator. It’s a group of data that are handled as a single entity.

• The goal of this database is to keep track of and retrieve relevant data.
• It is one of the most effective ETL testing tools, allowing the server to manage large volumes of data while allowing different users to access the same information.
• It provides consistent performance by distributing data across drives in the same way.
• It’s suitable for both single-instance and real-world application clusters.
• Real-time application testing is also available.
• To transport large amounts of data, you’ll need a high-speed connection.
• It’s compatible with both UNIX/Linux and Windows systems.
• It has virtualization support.
• This function allows you to connect to a remote database, table, or view.

9. Logstash

The next data collecting pipeline tool on the list is Logstash which is considered one of the best due to the following reasons:

• It gathers data inputs and sends them to Elasticsearch for indexing.
• It enables you to collect data from various sources and make it available for future use.
• Logstash can bring together data from a variety of sources and normalize it for use in your intended destinations.
• It enables you to cleanse and democratize all of your data in preparation for analytics and use case visualization.
• It provides the ability to consolidate data processing.
• It examines a wide range of organized and unstructured data as well as events.
• It provides plug-ins for connecting to numerous input sources and platforms.

10. CData Sync

In CData Sync, all your Cloud/SaaS data may be readily duplicated to any database or data warehouse in minutes.

• You can link the data that drives your organization with BI, Analytics, and Machine Learning.
• It can connect to databases like Redshift, Snowflake, BigQuery, SQL Server, MySQL, and others.
• CData Sync is a simple data pipeline that imports data from any application or data source into your database or data warehouse.
• It integrates with more than 100 business data sources, including CRM, ERP, Marketing Automation, Accounting, Collaboration, and others.
• It offers automated incremental data replication that is intelligent.
• Data transformation in ETL/ELT may be totally customized.
• It may be used locally or in the cloud.

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11. Integrate.io

Integrate.io is an e-commerce-focused Data Warehouse Integration Platform. This one of the best open source ETL tools comprises noticeable features that are listed below:

• It aids e-commerce businesses in developing a 360-degree perspective of their customers, producing a single source of truth for data-driven choices, enhancing customer insights through improved operational insights, and boosting ROI.
• It offers a low-code data transformation solution with a lot of power.
• Data may be retrieved from any RestAPI-enabled source. If no RestAPI exists, you may use Integrate.io’s API Generator to build one.
• Data may be sent to databases, data warehouses, NetSuite, and Salesforce.
• Integrate.io integrates with Shopify, NetSuite, BigCommerce, and Magento, among other major e-commerce platforms.
• Security features such as field-level data encryption, SOC II certification, GDPR compliance, and data masking help you meet all regulatory standards.
• Integrate.io places a premium on customer service and feedback.

12. QuerySurge

RTTS is another one of the best ETL tools in this list that has created an ETL testing solution called QuerySurge which has the following features:

• It was created with the goal of automating the testing of Data Warehouses and Big Data.
• It also assures that data collected from data sources is preserved in the destination systems.
• It gives you the ability to improve data quality and governance.
• Your data transmission cycles can be sped up using this program.
• It aids in the automation of manual testing.
• It provides testing on various platforms, including Oracle, Teradata, IBM, Amazon, Cloudera, and others.
• It accelerates the testing procedure 1,000 times while simultaneously offering 100 percent data coverage.
• For most Build, ETL, and QA management software, it incorporates an out-of-the-box DevOps solution.
• It delivers email reports and data health dashboards that are shared and automated.

13. Rivery

Rivery automates and orchestrates all data operations, enabling organizations to realize the potential of their data.

• All of a company’s internal and external data sources are consolidated, transformed, and managed in the cloud through Rivery’s ETL platform.
• Rivery gives teams the ability to create and clone bespoke environments for individual teams or projects.
• Rivery features a wide library of pre-built data models that enable data teams to develop effective data pipelines quickly.
• It’s a completely managed platform with no coding, auto-scalability, and no headaches.
• Rivery takes care of the backend, allowing teams to concentrate on mission-critical work rather than regular maintenance.
• It enables businesses to instantly deliver data from cloud warehouses to business apps, marketing clouds, CPDs, and other systems.

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14. DBConvert

DBConvert is an ETL tool for database synchronization and communication and takes its place on the ETL tools list due to the following reasons:

• There are more than ten database engines in this application.
• It allows you to transmit more than 1 million database records in a shorter time.
• The following services are supported: Microsoft Azure SQL, Amazon RDS, Heroku, and Google Cloud.
• There are more than 50 migration pathways available.
• Views/queries are automatically converted by the tool.
• It uses a trigger-based synchronization mechanism that speeds up the process.

15. AWS Glue

AWS Glue is an ETL service that assists users in preparing and loading data for analysis, and this tool has the following features:

• It’s one of the greatest ETL tools for Big Data, allowing you to develop and perform various ETL operations from the AWS Management Console.
• It comes with an automatic schema finding feature.
• The code to extract, convert, and load your data is generated automatically by this ETL tool.
• AWS Glue tasks can be run on a schedule, on-demand, or in response to a specific event.

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16. Alooma

Alooma is an ETL tool that provides visibility and control to the team.

• It is a top ETL solution with built-in safety nets that allow you to manage errors without stopping your process.
• To analyze, you can create mashups that blend transactional or user data with data from any other source.
• It combines data storage silos into a single location, whether on-premises or in the cloud.
• It provides a cutting-edge method for data movement.
• The infrastructure of Alooma may be scaled to meet your demands.
• It assists you in resolving data pipeline challenges.
• It easily aids in the recording of all interactions.

17. Skyvia

Skyvia is a cloud data platform built by Devart that allows for no-coding data integration, backup, management, and access. Below are a few features of this one of the best open source ETL tools.

• It offers an ETL solution for a variety of data integration scenarios, including CSV files, databases such as SQL Server, Oracle, PostgreSQL, and MySQL, cloud data warehouses such as Amazon Redshift and Google BigQuery, and cloud apps such as Salesforce, HubSpot, Dynamics CRM, and others.
• With over 40,000 satisfied clients and two R&D departments, Devart is a well-known and trusted provider of data access solutions, database tools, development tools, and other software products.
• Templates represent common integration scenarios.
• A cloud data backup tool, an online SQL client, and an OData server-as-a-service solution are also provided.
• Advanced mapping settings, including constants, lookups, and strong expressions, are provided for data manipulations.
• You can perform integration automation on a schedule.
• It offers the target’s capacity to preserve source data linkages.
• It’s critical to import without duplicates.
• Both directions are synchronized.
• Configuring integrations with a wizard-based, no-coding technique does not require a lot of technical knowledge.
• Free options are available for this commercial, subscription-based cloud solution.

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18. Matillion

Matillion is a cloud-based ETL solution with sophisticated features that are listed below:

• It gives you the ability to extract, load, and manipulate data with ease, speed, and scale.
• ETL solutions that assist you in effectively managing your organization.
• The program aids in the discovery of your data’s hidden worth.
• ETL solutions can help you achieve your business goals faster.
• It aids in the preparation of data for data analytics and visualization software.

19. StreamSets

The StreamSets ETL software enables you to supply continuous data to all areas of your company.

• With the support of a new approach to data engineering and integration, it also controls data drift.
• With Apache Spark, you can turn large data into insights throughout your enterprise.
• It allows you to perform large-scale ETL and machine learning processing without using the Scala or Python programming languages.
• It acts quickly with a single interface for designing, testing, and deploying Spark applications.
• With drift and error management, it provides more visibility into Spark operation.

20. Informatica PowerCenter

The next on the ETL tools list is Informatica Corporation’s Informatica PowerCenter, which is one of the best for the significant features that are listed below:

• It is one of the greatest ETL tools available, with the ability to connect and get data from various sources.
• It comes with a centralized logging mechanism that makes recording errors and rejecting data into relational tables easier.
• It improves performance with built-in intelligence.
• It has the ability to limit the Session Log.
• This tool offers Data Integration Scale-up Capability and Modernization of Data Architecture Foundation.
• It offers better designs with code development best practices that are enforced.
• Integration of code with third-party software configuration tools is available,
• Also, you can synchronize among members of a geographically dispersed team.

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21. Blendo

With only a few clicks, Blendo synchronizes analytics-ready data into your data warehouse.

• This tool can help you save a lot of time for implementation.
• The tool offers a 14-day free trial with all capabilities.
• It gets analytics-ready data into your data warehouse from your cloud service.
• It enables you to mix data from many sources such as sales, marketing, and customer service to surface answers relevant to your organization.
• With solid data, schemas, and analytics-ready tables, this tool allows you to quickly speed up your investigation to insights.

22. IRI Voracity

Voracity is a cloud-based ETL and data management platform known for its CoSort engine’s affordable speed-in-volume value.

• It offers extensive data discovery, integration, migration, governance, and analytics features built-in and on Eclipse.
• Data mappings and migrations can modify the endianness of fields, records, files, tables, and add surrogate keys.
• It offers connectors for structured, semi-structured, and unstructured data, static and streaming data, historical and current systems, on-premise and cloud environments, static and streaming data, historical and modern systems, and on-premise and cloud environments.
• Voracity supports hundreds of data sources and directly feeds BI and visualization targets as a production analytic platform.
• Transformations in MR2, Spark, Spark Stream, Storm, or Tez, using the multi-threaded and resource-optimizing IRI CoSort engine are also available.
• Pre-sorted bulk loads, test tables, custom-formatted files, pipelines and URLs, NoSQL collections, and other targets may all be created simultaneously.
• ETL, subsetting, replication, change data capture, slowly changing dimensions, test data creation, and more wizards are available.
• Using data cleaning tools and rules, you may identify, filter, unify, replace, validate, regulate, standardize, and synthesize values.
• Also, it offers integration with Splunk and KNIME analytics, same-pass reporting, and data wrangling.
• Users can utilize the platform to speed up or leave a current ETL solution, such as Informatica, for performance or cost reasons.
• ETL solutions can build real-time or batch processes that employ already-optimized E, T, and L procedures.
• Many transformations, data quality, and masking functions are given in a task- and IO-consolidated data manipulation.
• Its speed is comparable to that of Ab Initio, while its cost is comparable to that of Pentaho.

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23. Azure Data Factory

The Azure Data Factory is a hybrid data integration solution that makes the ETL process more efficient.

• It’s a cloud data integration solution that’s both cost-effective and serverless.
• It reduces time to market to increase productivity.
• Azure security measures allow you to connect to on-premises, cloud-based, and software-as-a-service programs.
• Building hybrid ETL and ELT pipelines does not necessitate any maintenance.
• You may use the SSIS integration runtime to rehost on-premises SSIS packages.

24. SAS

SAS is a popular ETL tool that allows you to access data from various sources. This one of best open source ETL tools have the following benefits:

• The activities are coordinated from a central location. As a result, users may access apps through the Internet from anywhere.
• Data may be shown using reports and statistical visualizations.
• Instead of a one-to-one paradigm, application delivery is often closer to a one-to-many model.
• It is capable of doing complex analyses and disseminating information inside the company.
• Raw data files can be viewed in external databases.
• It uses conventional ETL tools for data entry, formatting, and conversion to help you manage your data.
• Users can obtain fixes and upgrades using centralized feature updates.

25. Pentaho Data Integration

Pentaho is also one of best open source ETL tools. It is a data warehousing and business analytics software and has the following significance:

• The program uses a simple and interactive method to assist business users in accessing, discovering, and merging data of all sorts and sizes.
• The data pipeline may be sped up with the help of an enterprise platform.
• Community The Dashboard Editor enables rapid creation and deployment.
• It’s a complete solution for all data integration problems.
• Without the requirement for coding, big data integration is possible.
• Embedded analytics has been simplified with this program.
• Virtually any data source may be accessed.
• Custom dashboards help you visualize data.
• For well-known cloud data warehouses, bulk load support is available.
• It offers an ability to combine all data with ease of usage.
• It enables mongo dB operational reporting.

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26. Etleap

The Etleap technology assists companies that require consolidated and trustworthy data for faster and more accurate analysis. Following are a few features of this one of the best open source ETL tools.

• You may use this tool to develop ETL data pipelines.
• It aids in the reduction of engineering efforts.
• You can create, manage, and grow ETL pipelines without writing a single line of code.
• It allows you to integrate all of your sources easily.
• Etleap keeps track of ETL pipelines and assists with issues like schema updates and source API restrictions.
• Using pipeline orchestration and scheduling, you can automate repeated activities.

27. Hevo

Hevo is also one of the best ETL tools on this list with no-code Data Pipeline platform. It can let you transport data in real-time from any source, including databases, cloud applications, SDKs, and streaming.

• Hevo takes only a few minutes to set up and run.
• Hevo provides exact alerts and detailed monitoring to always be on top of your data.
• Hevo’s powerful algorithms can detect incoming data schema and replicate it in the data warehouse without any user interaction.
• It is built on a real-time streaming architecture that allows you to enter data into your warehouse in real-time.
• This ensures that you have ready-to-analyze data at all times.
• Before and after migrating data to the warehouse, Hevo includes sophisticated tools that allow you to clean, modify, and enhance your data.
• It complies with GDPR, SOC II, and HIPAA regulations.

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28. SQL Server Integration Services

ETL activities are performed with SQL Server Integration Services, a data warehousing tool, and this open source ETL tools have the following features:

• SQL Server Integration also comes with a large number of pre-built jobs.
• Microsoft Visual Studio and SQL Server are tightly connected.
• Maintaining and packaging setup is easier.
• It removes the network as a bottleneck for data insertion.
• Data can be imported to several locations simultaneously.
• In the same package, it may handle data from many data sources.
• SSIS accepts data from challenging sources such as FTP, HTTP, MSMQ, and Analysis services.

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We hope that this article was helpful and you have learned about the best ETL tools list. Let us know your favorite open source or Python ETL tool from the list. Please feel free to drop your queries or suggestions in the comment section. Also, let us know what you want to learn next.

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