# Best Enterprise ETL Tools - Page 3

## How Many ETL Tools Products Does G2 Track?

**Total Products under this Category:** 254

### Category Stats (Aug 2026)

- **Average Rating:** 4.54/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Adeptia (+0.97%) - Among all products in this category, Adeptia recorded the largest rating increase compared to last month

_Last updated: August 01, 2026_

## How Does G2 Rank ETL Tools Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 19,300+ Authentic Reviews
- 254+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for ETL Tools
 ![G2 Grid® for ETL Tools plotting products by satisfaction and market presence](https://www.g2.com/categories/etl-tools/grids.png?focus%5B%5D=10470&focus%5B%5D=989&focus%5B%5D=6073&focus%5B%5D=69889&focus%5B%5D=52204&focus%5B%5D=40849&focus%5B%5D=604&focus%5B%5D=1308796)

Highlighted products: Databricks, Alteryx, Google Cloud BigQuery, IBM StreamSets, Azure Data Factory, AWS Glue, Domo, and IBM watsonx.data.

Underlying data: [Grid® JSON](https://www.g2.com/categories/etl-tools/grids.json?focus%5B%5D=databricks&focus%5B%5D=alteryx&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=ibm-streamsets&focus%5B%5D=azure-data-factory&focus%5B%5D=aws-glue&focus%5B%5D=domo&focus%5B%5D=ibm-watsonx-data&segment=enterprise)

**Sponsored**

### Adeptia

Adeptia is the Intelligent ETL platform for the messy, first-mile data enterprises actually run on: partner, customer, and supplier onboarding, EDI, compliance workflows, and operational data exchange across systems, documents, and AI agents. Unlike traditional ETL built for warehouse pipelines, Adeptia is AI-native:. It understands what data means, not just field names. Someone describes the outcome, and Adeptia designs the integration in ~60 seconds; then proven, deterministic code runs it in production, no runtime surprises. It doesn't just flag errors; it captures how people fix them and progressively automates the repair. It's intelligent data automation for everyone who touches the data from developers, and business users, to AI agents. Through an open MCP interface, assistants like Claude build and run integrations on the platform directly. Grounded in 25 years of integration knowledge, with 100+ connectors across EDI, databases, SaaS, files, and APIs.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1181&secure%5Bchosen_at%5D=2026-08-01T17%3A55%3A51Z&secure%5Bdisplayable_resource_id%5D=1181&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1181&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=18664&secure%5Bresource_id%5D=1181&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fetl-tools%2Fenterprise%3Fpage%3D3%26segment%3Denterprise&secure%5Btoken%5D=850a86cd1dca73dc03131267dfa5c7b20e8c8fe57d2b572c58c77090fe35eab6&secure%5Burl%5D=https%3A%2F%2Fwww.adeptia.com%2Flp%2Fetl-integration-platform-demo%3Futm_source%3Dg2%26utm_medium%3Dbanner%26utm_campaign%3DETL&secure%5Burl_type%5D=custom_url)

### [Skyvia](https://www.g2.com/es/products/skyvia/reviews)

Skyvia es una plataforma de integración de datos en la nube sin código y de canalización de datos que permite ETL, ELT, ETL inverso, migración de datos, sincronización de datos unidireccional y bidireccional, automatización de flujos de trabajo, conectividad en tiempo real y mucho más. Beneficios de Usar Skyvia: • Eficiencia de costos: Con planes de precios asequibles y flexibles para cada producto, Skyvia se adapta a empresas de cualquier tamaño. • Facilidad de uso: Basado en una amplia retroalimentación de clientes, la facilidad de uso es la cualidad más fuerte de Skyvia. • Flexibilidad: Skyvia proporciona herramientas de integración adaptables y sin código para escenarios de negocio tanto básicos como avanzados. • Confianza: Skyvia es confiada por miles de organizaciones orientadas a los datos en todo el mundo. Con una vasta biblioteca de más de 200 conectores, Skyvia proporciona una integración perfecta entre varias aplicaciones en la nube, bases de datos y almacenes de datos, incluyendo Salesforce, Dynamics CRM, QuickBooks Online, SQL Server, Amazon Redshift, Google BigQuery, y otros.

**Average Rating:** 4.8/5.0

**Total Reviews:** 322

#### How Do G2 Users Rate Skyvia?

- **¿Ha sido the product un buen socio para hacer negocios?:** 9.3/10 (Category avg: 9.1/10)
- **Automatización:** 9.4/10 (Category avg: 9.0/10)
- **Escalabilidad:** 9.3/10 (Category avg: 8.7/10)
- **Auditoría:** 9.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Skyvia?

- **Vendedor:** [Devart](https://www.g2.com/es/sellers/devart)
- **Año de fundación:** 1997
- **Ubicación de la sede:** Wilmington, Delaware, USA
- **Twitter:** @DevartSoftware  
1,736 seguidores en Twitter
- **Página de LinkedIn®:** [www.linkedin.com](https://www.g2.com/es/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=79979469a3bee56c782598382543e7a4af65b7f1bcf71aea7d9fde07241e81e6&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F800325%2F&secure%5Burl_type%5D=linkedin_company_website)  
252 empleados en LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Director Ejecutivo, Director de Tecnología
- **Top Industries:** Tecnología de la información y servicios, Software de Computadora
- **Company Size:** 52% Small, 42% Medium

#### What Do G2 Reviewers Say About Skyvia?

_AI-generated summary from verified user reviews_

##### Pros

- Los usuarios encuentran **la facilidad de uso** de Skyvia notable, destacando su interfaz intuitiva para una integración de datos sin problemas.
- Los usuarios aprecian las **fáciles integraciones** con una interfaz de bajo código, haciendo que las conexiones de datos complejas sean sin esfuerzo y eficientes.
- Los usuarios destacan la **fácil configuración** de Skyvia, considerándola intuitiva y sin complicaciones para una integración de datos sin problemas.
- Los usuarios encuentran la **configuración inicial fácil** , lo que permite integraciones rápidas sin requerir habilidades de codificación o la participación de desarrolladores.
- Los usuarios aprecian las **fáciles integraciones** que ofrece Skyvia, permitiendo conexiones rápidas entre múltiples sistemas de manera sencilla e intuitiva.

##### Cons

- Los usuarios destacan la necesidad de **documentación ampliada y registros más detallados** para mejorar la resolución de problemas y el seguimiento de trabajos.
- Los usuarios encuentran la **configuración difícil** de Skyvia desafiante debido a su interfaz obsoleta y configuraciones complejas.
- Los usuarios encuentran la **curva de aprendizaje empinada** debido a configuraciones complejas y una interfaz densa que requiere tiempo para dominar.
- Los usuarios encuentran que la **pobre documentación** de Skyvia carece de ejemplos del mundo real, lo que hace que las integraciones sean más complejas y menos intuitivas.
- Los usuarios encuentran que la **dificultad de configuración** con Skyvia puede ser compleja, requiriendo tiempo y esfuerzo para la configuración y el mapeo de campos.

#### What Are Recent G2 Reviews of Skyvia?

**["Configuración fácil de sincronización de datos sin código con precios sencillos"](https://www.g2.com/es/survey_responses/skyvia-review-12828558)**

**Rating:** 5.0/5.0 stars

_— Emily C._

[Read full review](https://www.g2.com/es/survey_responses/skyvia-review-12828558)

**["Sincronización de Datos Directa y Confiable Entre Aplicaciones en la Nube y Bases de Datos"](https://www.g2.com/es/survey_responses/skyvia-review-12843850)**

**Rating:** 5.0/5.0 stars

_— Marcus W._

[Read full review](https://www.g2.com/es/survey_responses/skyvia-review-12843850)

#### What Are G2 Users Discussing About Skyvia?

- [¿Para qué se utiliza Skyvia?](https://www.g2.com/es/discussions/what-is-skyvia-used-for) - 1 comment

### [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews)

IBM® InfoSphere® DataStage® is a leading ETL platform that integrates data across multiple enterprise systems. It leverages a high performance parallel framework, available on-premises or in the cloud. The scalable platform provides extended metadata management and enterprise connectivity. It integrates heterogeneous data, including big data at rest (Hadoop-based) or big data in motion (stream-based), on both distributed and mainframe platforms. It supports IBM Db2® Z and Db2 for z/OS®, applies workload and business rules, and integrates real-time data in an easy to deploy, scalable platform. Learn More: https://ibm.co/2NpHEtZ

**Average Rating:** 4.0/5.0

**Total Reviews:** 62

#### How Do G2 Users Rate IBM DataStage?

- **Has the product been a good partner in doing business?:** 7.7/10 (Category avg: 9.1/10)
- **Automation:** 7.6/10 (Category avg: 9.0/10)
- **Scalability:** 7.9/10 (Category avg: 8.7/10)
- **Auditing:** 7.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind IBM DataStage?

- **Seller:** [IBM](https://www.g2.com/sellers/ibm)
- **Year Founded:** 1911
- **HQ Location:** Armonk, New York, United States
- **Twitter:** @IBMSecurity  
74,660 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=14b544adaece4fdbc987f1d7f7028048c22259946811200cc751263825586af9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1009%2F&secure%5Burl_type%5D=linkedin_company_website)  
328,202 employees on LinkedIn®
- **Ownership:** SWX:IBM

#### Who Uses This Product?

- **Top Industries:** Banking, Information Technology and Services
- **Company Size:** 77% Large, 15% Medium

#### What Do G2 Reviewers Say About IBM DataStage?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **high degree of customization** in DataStage, enabling tailored solutions for diverse data processing needs.
- Users praise the **high-performance pipelining** of DataStage for efficiently processing massive data volumes with ease.
- Users value the **high-performance parallel processing engine** of DataStage, enabling efficient handling of massive data volumes.
- Users appreciate the **ease of use** in IBM DataStage, thanks to its intuitive drag-and-drop interface for complex ETL tasks.
- Users value the **efficiency improvement** of IBM DataStage for processing massive data volumes swiftly and reliably.

##### Cons

- Users highlight the **complex processes** in IBM DataStage, often finding it cumbersome and difficult to manage effectively.
- Users often face **dependency issues** due to complicated licensing and the challenges of vendor lock-in with IBM DataStage.
- Users highlight the **expensive cost** of IBM DataStage, making it challenging for small-to-medium businesses to adopt.
- Users criticize the **lack of real-time data** capabilities in IBM DataStage, hindering agile data operations and streaming processes.
- Users report a **steep learning curve** with IBM DataStage, making it challenging for new hires to adapt quickly.

#### What Are Recent G2 Reviews of IBM DataStage?

**["Blazingly Fast, Full-Featured ETL tool with Flexible Data Connections"](https://www.g2.com/survey_responses/ibm-datastage-review-10327160)**

**Rating:** 4.0/5.0 stars

_— Steve L._

[Read full review](https://www.g2.com/survey_responses/ibm-datastage-review-10327160)

**["Unmatched Performance and Reliability for Enterprise Data Workloads"](https://www.g2.com/survey_responses/ibm-datastage-review-12124677)**

**Rating:** 5.0/5.0 stars

_— Poojasree M._

[Read full review](https://www.g2.com/survey_responses/ibm-datastage-review-12124677)

#### What Are G2 Users Discussing About IBM DataStage?

- [What is IBM InfoSphere DataStage used for?](https://www.g2.com/discussions/what-is-ibm-infosphere-datastage-used-for)
- [How can I download IBM InfoSphere DataStage?](https://www.g2.com/discussions/how-can-i-download-ibm-infosphere-datastage)
- [What is InfoSphere Information Server?](https://www.g2.com/discussions/what-is-infosphere-information-server)
- [What is DataStage tool?](https://www.g2.com/discussions/what-is-datastage-tool)

### [Singular](https://www.g2.com/de/products/singular/reviews)

Der Schlüssel zum Erfolg für heutige Vermarkter besteht darin, genau zu verstehen, wo und wie sie ihren nächsten Werbedollar investieren sollten. Singular befähigt Vermarkter genau dazu, indem es einen vollständigen Überblick über den Marketing-ROI mit Next-Gen-Attribution, vollständigen Funnel-Marketing-Daten und erstklassiger Betrugsprävention bietet. Mit Singular können Sie - Alle Kanäle, mit denen Sie arbeiten, messen und berichten: Messen Sie plattformübergreifende Leistung über Apps, Web, SMS, Empfehlungen, E-Mail und TV mit Singulars offenem Integrationsrahmen. - ROI analysieren, indem Sie Attribution mit führender Kostenaggregation kombinieren: Leistungsstarke Datenkonnektoren treffen auf Attribution, um die Marketingleistung für jede Kampagne, jeden Publisher, jedes Kreativelement und jedes Keyword freizuschalten. - Über den gesamten Nutzerlebenszyklus hinweg verfolgen und analysieren: Erfassen Sie die gesamte Nutzerreise, um über Akquisition und Re-Engagement plattformübergreifend mit Deep Links, Web-to-App und geräteübergreifender Attribution zu berichten. - Mehr Betrug mit erstklassiger Betrugsprävention blockieren: Halten Sie Ihre Werbebudgets auf echte Nutzer fokussiert und vermeiden Sie Fehlberichte mit mehr Erkennungsmethoden und Vor-Attributions-Betrugsablehnung. - Eine einzige verwaltete Pipeline für analysenbereite Marketingdaten überwachen: Laden Sie Attributions-, Werbeausgaben-, Kreativ-, Gebots- und Werbemonetarisierungsdaten direkt in Redshift, Snowflake, BigQuery und mehr. Singular arbeitet mit einigen der größten mobilen App-Publisher der Welt zusammen, darunter Lyft, Twitter, Rovio, King und LinkedIn.

**Average Rating:** 4.5/5.0

**Total Reviews:** 518

#### How Do G2 Users Rate Singular?

- **War the product ein guter Geschäftspartner?:** 9.2/10 (Category avg: 9.1/10)
- **Automatisierung:** 8.9/10 (Category avg: 9.0/10)
- **Skalierbarkeit:** 8.9/10 (Category avg: 8.7/10)
- **Rechnungsprüfung:** 8.3/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Singular?

- **Verkäufer:** [Singular](https://www.g2.com/de/sellers/singular)
- **Unternehmenswebsite:** www.singular.net
- **Gründungsjahr:** 2014
- **Hauptsitz:** Palo Alto, California
- **Twitter:** @TweetSingular  
1,316 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0847141c79afc034c2203bfbfdb76877ac8c9bb6d16fbb1283fca2a504f4262b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3739623%2F&secure%5Burl_type%5D=linkedin_company_website)  
361 Mitarbeiter\*innen auf LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Benutzerakquisitionsmanager, Marketing-Manager
- **Top Industries:** Computerspiele, Finanzdienstleistungen
- **Company Size:** 52% Medium, 27% Small

#### What Do G2 Reviewers Say About Singular?

_AI-generated summary from verified user reviews_

##### Pros

- Benutzer heben den **außergewöhnlichen Kundensupport** von Singular hervor und bemerken schnelle Reaktionen und effektive Problemlösungen.
- Benutzer finden Singular **einfach zu implementieren und benutzerfreundlich** , was ihre Kampagnenverwaltungserfahrung erheblich verbessert.
- Benutzer finden den **Support und Kundenservice von Singular unschätzbar** , da er rechtzeitige Unterstützung und maßgeschneiderte Lösungen effektiv bietet.
- Benutzer schätzen die **Flexibilität und Anpassungsmöglichkeiten** von Singular, die ihre Datenanalyse und Entscheidungsprozesse verbessern.
- Benutzer schätzen die **klaren und benutzerfreundlichen Berichtsfunktionen** von Singular, die das Kampagnenmanagement und den Support verbessern.

##### Cons

- Benutzer bemerken das **schlechte Schnittstellendesign** von Singular und finden einige Arbeitsabläufe und UI-Elemente unintuitiv und umständlich.
- Benutzer finden die **Benutzeroberfläche mangelhaft** , da sie zusätzliche Unterstützung und Flexibilität für ein reibungsloseres Erlebnis erfordert.
- Benutzer bemerken die **begrenzten Freigabeoptionen** und haben Schwierigkeiten mit der Genauigkeit bei Umrechnungen, was das Vertrauen in Leistungsdaten beeinträchtigt.
- Benutzer bemerken **Datenbeschränkungen** wie unvollständige Konvertierungen und verzögerte Berichterstattung, die die Kampagnenoptimierung und das Vertrauen in die Ergebnisse beeinträchtigen.
- Benutzer erleben **eingeschränkte Attributionsmöglichkeiten** mit Singular, was zu Lücken und Ungenauigkeiten in der Leistungsanalyse für Kampagnen führt.

#### What Are Recent G2 Reviews of Singular?

**["Großartige Plattform, unterstützt von einem herausragenden Team"](https://www.g2.com/de/survey_responses/singular-review-13176647)**

**Rating:** 5.0/5.0 stars

_— Santiago D._

[Read full review](https://www.g2.com/de/survey_responses/singular-review-13176647)

**["Singular macht kanalübergreifendes Reporting und ROAS-Tracking schnell und einfach."](https://www.g2.com/de/survey_responses/singular-review-12624145)**

**Rating:** 5.0/5.0 stars

_— Marko D._

[Read full review](https://www.g2.com/de/survey_responses/singular-review-12624145)

#### What Are G2 Users Discussing About Singular?

- [Wofür wird Singular verwendet?](https://www.g2.com/de/discussions/what-is-singular-used-for)

### [Ab Initio](https://www.g2.com/products/ab-initio/reviews)

Ab Initio specializes in developing software for data integration, data governance, data quality, metadata management, and agentic AI. Ab Initio is Latin for “from the beginning” or “from first principles.” The fundamentals of scalability, reliability, and auditability are built into Ab Initio’s data and agentic AI software as first principles. The Ab Initio Agentic Data Platform is a unified environment for designing, deploying, and managing data workflows and agentic AI at scale. The software translates raw information into governed data products and auditable actions performed by both agents and humans. The platform’s parallel processing engine delivers deterministic performance for massive data volumes, reducing infrastructure waste and runtime variation. Because logic and execution are portable, workflows can move between data centers and clouds without modification or revalidation.

**Average Rating:** 4.3/5.0

**Total Reviews:** 22

#### How Do G2 Users Rate Ab Initio?

- **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 9.1/10)
- **Automation:** 7.6/10 (Category avg: 9.0/10)
- **Scalability:** 8.3/10 (Category avg: 8.7/10)
- **Auditing:** 7.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Ab Initio?

- **Seller:** [Ab Initio](https://www.g2.com/sellers/ab-initio)
- **Year Founded:** 1995
- **HQ Location:** United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e929968cd88a164787dc76eebc6a0bd7da9c9fc3848be240d7a490475ca9f49b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fab-initio%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
965 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Banking
- **Company Size:** 92% Large, 8% Medium

#### What Are Recent G2 Reviews of Ab Initio?

**["High-Performance ETL, Ideal for Large Enterprises"](https://www.g2.com/survey_responses/ab-initio-review-13133545)**

**Rating:** 4.5/5.0 stars

_— Pankaj S._

[Read full review](https://www.g2.com/survey_responses/ab-initio-review-13133545)

**["Abinitio is best amoung the other etl tools easy to use"](https://www.g2.com/survey_responses/ab-initio-review-9064690)**

**Rating:** 4.0/5.0 stars

_— Sunny T._

[Read full review](https://www.g2.com/survey_responses/ab-initio-review-9064690)

### [Nexla](https://www.g2.com/products/nexla/reviews)

Nexla is an enterprise-grade, AI-powered data integration platform designed to help organizations unlock data from any source and transform it into production-ready data products for AI and agents. With support for 1000+ pre-built connectors and multiple integration styles, including ELT, ETL, streaming, APIs, and agentic RAG, the platform enables teams to build and manage data flows without writing code. Trusted by leading enterprises, Nexla processes over one trillion records per month across industries, ​​showcasing its ability to handle large volumes of data while maintaining performance and reliability. Innovators like Autodesk, DoorDash, Instacart, Johnson & Johnson, LinkedIn, and LiveRamp rely on Nexla to keep mission-critical data flowing seamlessly across their enterprises. Key features of Nexla include flexible deployment across cloud, hybrid, and on-premises environments, ensuring compliance with enterprise-grade security standards such as SOC 2 Type II, GDPR, CCPA, and HIPAA. Nexla delivers 10x faster implementation than traditional alternatives, turning data challenges and variety into competitive advantages. Try our AI Data Engineer at https://express.dev Increase the impact of your data engineering team with next-gen data integration: ✅ Eliminate costly replications & reduce storage bills ✅ Increase engineering productivity & capacity for innovation ✅ Empower users with Pro/Low/No-code collaboration ✅ Cut out maintenance with data validation, quality monitoring, & alerts ✅ Build production-ready custom GenAI applications Go beyond one traditional integration pattern, and invest in data architecture that supports: ✅ Agentic Data Integration with AI built data pipelines and MCP servers ✅ Any integration pattern (ELT, ETL, API / API proxy, & RAG - Retrieval Augmented Generation) ✅ Bi-directional connectors out of the box & on demand ✅ Any processing speed (streaming, real-time, batch) ✅ Unstructured, structured, or semi-structured data ✅ Complete data lineage search & tagging for governance ✅ Metadata-driven architecture for agility & scale Nexla is a Gartner Cool Vendor and pairs perfectly with the technologies you rely on: ✅ Compute: AWS, Azure, Google Cloud, On-Premise ✅ Storage: S3, Redshift, BigQuery, Snowflake, Oracle, Databricks, Kafka, Redis, MongoDB, Postgres, MySQL ✅ Applications: SAP, Salesforce, Marketo, Hubspot, Amazon Seller Central, Google Ads, API, Salesforce ✅ Catalogs: Alation, Collibra, data.world ✅ Webhooks, emails, FTP & APIs ✅ Vector database & LLM: Pinecone, GPT, Falcon, LLaMDa And many more Differentiators & Awards 🏆 2025 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 2024 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 2023 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools 🏆 2022 Highest Rating Gartner Peer Insights™ Voice of the Customer for Data Integration Tools

**Average Rating:** 4.6/5.0

**Total Reviews:** 62

#### How Do G2 Users Rate Nexla?

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)
- **Automation:** 9.0/10 (Category avg: 9.0/10)
- **Scalability:** 8.8/10 (Category avg: 8.7/10)
- **Auditing:** 7.7/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Nexla?

- **Seller:** [Nexla](https://www.g2.com/sellers/nexla)
- **Company Website:** www.nexla.com
- **Year Founded:** 2016
- **HQ Location:** San Mateo, California
- **Twitter:** @NexlaInc  
944 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=97f400a2065554cdc6fdce04350b3ccd2a182503057fdbe14334d75211f5f665&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnexla%2F&secure%5Burl_type%5D=linkedin_company_website)  
67 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Insurance
- **Company Size:** 41% Medium, 33% Small

#### What Do G2 Reviewers Say About Nexla?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Nexla, facilitating smooth data manipulation without requiring coding skills.
- Users value the **automation capabilities** of Nexla, significantly reducing manual work and enhancing data cleanliness and consistency.
- Users appreciate the **ease of deployment and manipulation** of data with Nexla, finding it user-friendly and flexible.
- Users value the **seamless integrations** offered by Nexla, enhancing efficiency with minimal technical requirements and diverse data sources.
- Users appreciate the **ease of deployment and integration** with Nexla, enabling seamless data manipulation without coding.

##### Cons

- Users find the **learning difficulty** in setting up Nexla can be confusing, especially for beginners with advanced features.
- Users notice **slow performance** with UI and search, impacting their overall experience with Nexla.
- Users find the **difficult learning curve** of Nexla challenging, especially during initial setup and feature exploration.
- Users find the **learning curve steep** , particularly for new users due to complex setup and advanced features.
- Users find the **poor documentation** of Nexla confusing, especially when navigating complex features and edge cases.

#### What Are Recent G2 Reviews of Nexla?

**["Smooth Data Integration with Impressive Speed and UI"](https://www.g2.com/survey_responses/nexla-review-12630612)**

**Rating:** 4.5/5.0 stars

_— Srinivasulu L._

[Read full review](https://www.g2.com/survey_responses/nexla-review-12630612)

**["Robust Data Consolidation with Excellent Support"](https://www.g2.com/survey_responses/nexla-review-12648347)**

**Rating:** 4.0/5.0 stars

_— Jaspreet S._

[Read full review](https://www.g2.com/survey_responses/nexla-review-12648347)

#### What Are G2 Users Discussing About Nexla?

- [How do you use Nexla?](https://www.g2.com/discussions/nexla-how-do-you-use-nexla)
- [How do you use Nexla?](https://www.g2.com/discussions/how-do-you-use-nexla)
- [What is a data fabric?](https://www.g2.com/discussions/nexla-what-is-a-data-fabric)
- [What is a data fabric?](https://www.g2.com/discussions/what-is-a-data-fabric)
- [What does DataOps do?](https://www.g2.com/discussions/nexla-what-does-dataops-do)

### [AWS Database Migration Service](https://www.g2.com/products/aws-database-migration-service/reviews)

AWS Database Migration Service helps you migrate databases to AWS quickly and securely. The source database remains fully operational during the migration, minimizing downtime to applications that rely on the database.

**Average Rating:** 4.1/5.0

**Total Reviews:** 47

#### How Do G2 Users Rate AWS Database Migration Service?

- **Has the product been a good partner in doing business?:** 8.2/10 (Category avg: 9.1/10)
- **Automation:** 9.0/10 (Category avg: 9.0/10)
- **Scalability:** 8.5/10 (Category avg: 8.7/10)
- **Auditing:** 8.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind AWS Database Migration Service?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 44% Large, 32% Medium

#### What Are Recent G2 Reviews of AWS Database Migration Service?

**["Intuitive, Feature-Rich, and Makes Migration Effortless"](https://www.g2.com/survey_responses/aws-database-migration-service-review-12723092)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/aws-database-migration-service-review-12723092)

**["DMS - Migrating data with ease"](https://www.g2.com/survey_responses/aws-database-migration-service-review-9555595)**

**Rating:** 4.5/5.0 stars

_— Sonali A._

[Read full review](https://www.g2.com/survey_responses/aws-database-migration-service-review-9555595)

#### What Are G2 Users Discussing About AWS Database Migration Service?

- [What is AWS Database Migration Service used for?](https://www.g2.com/discussions/what-is-aws-database-migration-service-used-for)

### [Qlik Replicate](https://www.g2.com/products/qlik-replicate/reviews)

Qlik Replicate (formerly Attunity Replicate) empowers organizations to accelerate data replication, ingestion and streaming across a wide variety of heterogeneous databases, data warehouses, and big data platforms. Used by hundreds of enterprises worldwide, Qlik Replicate moves your data easily, securely, and efficiently with minimal operational impact. Qlik Replicate provides automated, real-time, and universal data integration across all major source endpoints such as databases, systems like SAP, mainframes and Salesforce and delivers data to streaming systems, data warehouses, and data lakes. On-premises and in the cloud. Qlik Replicate is different and Enterprise-Ready. It moves data at high speed from source to target, simply and easily, and offers a single pane of glass monitoring of your data pipelines across the enterprise, all managed through a graphical interface that completely automates end-to-end replication. With our streamlined and agentless configuration, your administrators and data architects can quickly set up, control, and monitor bulk loads and real-time updates with automated change data capture (CDC) at scale.

**Average Rating:** 4.3/5.0

**Total Reviews:** 95

#### How Do G2 Users Rate Qlik Replicate?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.1/10)
- **Automation:** 8.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.0/10 (Category avg: 8.7/10)
- **Auditing:** 7.8/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Qlik Replicate?

- **Seller:** [Qlik](https://www.g2.com/sellers/qlik)
- **Year Founded:** 1993
- **HQ Location:** Radnor, PA
- **Twitter:** @qlik  
64,130 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cd147c14c7daf80e08bf113d2cae24ca3693e49a87c147350c31e8b0961c7297&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10162%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,551 employees on LinkedIn®
- **Phone:** 1 (888) 994-9854

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Banking
- **Company Size:** 42% Large, 35% Medium

#### What Do G2 Reviewers Say About Qlik Replicate?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **robust functionality and user-friendly interface** of Qlik Replicate for efficient data management.
- Users appreciate the **wide database support** in Qlik Replicate, making data import, validation, and replication seamless.
- Users appreciate the **easy integrations** of Qlik Replicate, benefiting from seamless connections with numerous data sources and targets.
- Users highlight the **scalability** of Qlik Replicate, enabling efficient replication of millions of data effortlessly.
- Users praise the **automation and scalability** of Qlik Replicate, making it the top choice in the data space.

##### Cons

- Users find the **complex setup** of Qlik Replicate time-consuming and challenging, impacting their overall experience.
- Users find **learning difficulty** due to the complex configurations and extensive setup requirements of Qlik Replicate.
- Users find the **difficult setup** of Qlik Replicate time-consuming, requiring significant effort to meet system requirements.
- Users find Qlik Replicate to be **expensive** , requiring significant time and effort for setup and learning.
- Users note that the **data security** of Qlik Replicate lacks advancement and needs improvements for better protection.

#### What Are Recent G2 Reviews of Qlik Replicate?

**["Qlik Replicate: Intelligent Data Replication for Modern Enterprises – Seamless Sync, Move Faster"](https://www.g2.com/survey_responses/qlik-replicate-review-11427532)**

**Rating:** 4.0/5.0 stars

_— Soumava S._

[Read full review](https://www.g2.com/survey_responses/qlik-replicate-review-11427532)

**["Bestest for Data"](https://www.g2.com/survey_responses/qlik-replicate-review-8237655)**

**Rating:** 4.5/5.0 stars

_— Kaustubh Y._

[Read full review](https://www.g2.com/survey_responses/qlik-replicate-review-8237655)

#### What Are G2 Users Discussing About Qlik Replicate?

- [What are the benefits and drawbacks of using Qlik Replicate for data replication?](https://www.g2.com/discussions/what-are-the-benefits-and-drawbacks-of-using-qlik-replicate-for-data-replication)
- [What is Qlik Replicate used for?](https://www.g2.com/discussions/what-is-qlik-replicate-used-for)
- [How Qlik Replicate works?](https://www.g2.com/discussions/how-qlik-replicate-works)
- [How much does Attunity Replicate cost?](https://www.g2.com/discussions/how-much-does-attunity-replicate-cost) - 1 comment
- [What is Attunity Replicate?](https://www.g2.com/discussions/what-is-attunity-replicate)

### [Keboola](https://www.g2.com/products/keboola/reviews)

Keboola is a finance data and AI platform for companies that need trusted financial reporting, planning, analysis, and close processes across complex systems. Built for CFOs, FP&A teams, Controllers, finance operations, and data teams, Keboola helps organizations turn fragmented data from ERPs, accounting systems, spreadsheets, CRM, warehouses, and operational tools into one governed foundation for financial intelligence. Many finance teams rely on disconnected systems, inconsistent charts of accounts, manual reconciliations, and spreadsheet-based reporting. This makes it difficult to close quickly, produce reliable forecasts, answer board questions, support acquisitions, or use AI safely with financial data. Keboola solves this upstream data problem by connecting, standardizing, transforming, and governing financial data before it reaches FP&A, CPM, BI, reporting, or AI tools. Keboola is especially valuable for multi-entity companies, private-equity-backed businesses, holding groups, financial services firms, franchises, and organizations growing through M&A. These companies often operate across multiple ERPs, entities, countries, currencies, and reporting definitions. Keboola helps standardize chart-of-accounts logic, automate financial data pipelines, reconcile data across systems, and create trusted business definitions that teams can use consistently. Unlike traditional FP&A, CPM, EPM, budgeting, forecasting, or financial reporting tools that assume clean data already exists, Keboola focuses on the governed data foundation underneath. The platform gives teams transparent, auditable logic for financial transformations, source-to-output lineage, reusable business rules, and a semantic layer that helps ensure reports, dashboards, forecasts, and AI outputs are based on trusted company data. Keboola works alongside existing tools such as Snowflake, BigQuery, Databricks, Microsoft Fabric, Power BI, Tableau, Looker, Anaplan, Pigment, DataRails, Workiva, and other finance and analytics platforms. Rather than forcing a rip-and-replace project, Keboola strengthens the data layer beneath these systems so finance teams can plan, report, reconcile, and analyze with greater confidence. For AI adoption, Keboola provides the governed data environment that makes AI practical for business-critical financial workflows. Teams can connect AI agents and assistants to approved metrics, trusted pipelines, financial definitions, and auditable data products, reducing the risk of confident but untraceable answers. With Keboola, organizations can improve financial analysis, accelerate reporting, support financial close, automate reconciliation workflows, enable more reliable FP&A, and create a trusted foundation for AI-powered finance.

**Average Rating:** 4.6/5.0

**Total Reviews:** 138

#### How Do G2 Users Rate Keboola?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 9.1/10 (Category avg: 9.0/10)
- **Scalability:** 8.5/10 (Category avg: 8.7/10)
- **Auditing:** 7.1/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Keboola?

- **Seller:** [Keboola](https://www.g2.com/sellers/keboola)
- **Year Founded:** 2008
- **HQ Location:** Prague
- **Twitter:** @keboola  
2,004 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ef5c258c3c12e985009d017bdcea8d30cdde56e2d89dcd2f873f739b37335044&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkeboola%2F&secure%5Burl_type%5D=linkedin_company_website)  
97 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Data Engineer
- **Top Industries:** Information Technology and Services, Marketing and Advertising
- **Company Size:** 63% Medium, 22% Small

#### What Do G2 Reviewers Say About Keboola?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Keboola's platform to be **simple and easy to use** , making data management accessible for everyone.
- Users value the **user-friendly data management** capabilities of Keboola, enhancing accessibility for non-technical individuals.
- Users praise the **intuitive setup for data flows** in Keboola, enhancing productivity with seamless data handling.
- Users value the **extensive integrations** of Keboola, enabling seamless data management across various platforms and tools.
- Users praise Keboola for its **incredible customer support** , providing fast and helpful assistance to enhance their experience.

##### Cons

- Users find the **learning curve steep** , often requiring developer assistance and causing confusion with component navigation.
- Users struggle with the **complexity** of Keboola, facing steep learning curves and inconsistent documentation that hinders usability.
- Users face a **steep learning curve** with Keboola, often needing external help to navigate its complexities effectively.
- Users find the **interface difficult to navigate** , making data management more complex and error-prone than expected.
- Users find the **user interface overwhelming** and not intuitive, resulting in a challenging learning experience for newcomers.

#### What Are Recent G2 Reviews of Keboola?

**["Usefull tool with good people behind it"](https://www.g2.com/survey_responses/keboola-review-13121874)**

**Rating:** 4.5/5.0 stars

_— Verified User in Wholesale_

[Read full review](https://www.g2.com/survey_responses/keboola-review-13121874)

**["Keboola’s Intuitive UI Makes Big-Data Pipelines and Transformations Effortless"](https://www.g2.com/survey_responses/keboola-review-13168406)**

**Rating:** 4.5/5.0 stars

_— Verified User in Logistics and Supply Chain_

[Read full review](https://www.g2.com/survey_responses/keboola-review-13168406)

#### What Are G2 Users Discussing About Keboola?

- [What are the benefits and challenges of using Keboola for data integration, and what do you recommend for new users?](https://www.g2.com/discussions/what-are-the-benefits-and-challenges-of-using-keboola-for-data-integration-and-what-do-you-recommend-for-new-users)

### [Tray.ai](https://www.g2.com/products/tray-ai/reviews)

Tray.ai offers a composable AI integration and automation platform that transforms AI into standout business performance. The Tray Universal Automation Cloud is an AI-ready platform that eliminates the need for disparate tools, enabling seamless integration and automation of complex business processes. Our platform supports all AI, integration, and automation initiatives from a single place. Developers benefit from a code-first, headless environment, freeing them from mundane tasks and allowing focus on business outcomes. The Tray Build IDE and AI Palette accelerate delivery for business technologists, providing easy access to 3rd party connectors and native AI capabilities. As enterprises strive for competitive advantage, our platform helps IT teams deploy AI effectively, connecting systems, automating processes, and integrating data to handle even the most demanding AI use cases. Built for high-change environments, Tray.ai excels in rapid prototyping, testing, and deployment. The fastest way to turn AI into business performance.™

**Average Rating:** 4.5/5.0

**Total Reviews:** 153

#### How Do G2 Users Rate Tray.ai?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 9.5/10 (Category avg: 9.0/10)
- **Scalability:** 8.6/10 (Category avg: 8.7/10)
- **Auditing:** 6.5/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Tray.ai?

- **Seller:** [Tray.io](https://www.g2.com/sellers/tray-io)
- **Year Founded:** 2012
- **HQ Location:** San Francisco, CA
- **Twitter:** @tray  
3,059 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9aefc40ec358d1c0b78a6822182369674039532a0e32c9f868b4b4fdb5ada91c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2659008%2F&secure%5Burl_type%5D=linkedin_company_website)  
139 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 56% Medium, 34% Small

#### What Do G2 Reviewers Say About Tray.ai?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **easy integrations** of Tray.ai, enabling seamless connections and automation across various platforms.
- Users find Tray.ai to be **exceptionally easy to use** , streamlining setup and workflow automation effortlessly.
- Users value the **automation capabilities** of Tray.ai, enabling efficient processes and easy workflow management without extensive coding.
- Users value the **incredibly helpful support community** of Tray.ai, enhancing their integration and automation experience.
- Users value the **extensive integrations** of Tray.ai, allowing seamless connections with various platforms and APIs.

##### Cons

- Users find the lack of **missing features** in Tray.ai limits its functionality and desired capabilities significantly.
- Users find Tray.ai's **complex pricing** and evolving structure challenging for budgeting and planning effectively.
- Users find the **expensive pricing model** of Tray.ai complicated and difficult for budget planning over time.
- Users face a significant **learning curve** while trying to navigate the complexities of Tray.ai's functionalities.
- Users find the **complexity** of Tray.ai challenging for newcomers, especially with intricate lead routing rules.

#### What Are Recent G2 Reviews of Tray.ai?

**["Easy-to-Identify Logs and Audit Trails"](https://www.g2.com/survey_responses/tray-ai-review-12530158)**

**Rating:** 4.5/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/tray-ai-review-12530158)

**["An Integration tool"](https://www.g2.com/survey_responses/tray-ai-review-11278803)**

**Rating:** 5.0/5.0 stars

_— Omji P._

[Read full review](https://www.g2.com/survey_responses/tray-ai-review-11278803)

#### What Are G2 Users Discussing About Tray.ai?

- [What is Tray.io used for?](https://www.g2.com/discussions/what-is-tray-io-used-for) - 1 comment
- [What does Tray.io do?](https://www.g2.com/discussions/what-does-tray-io-do)
- [Who owns tray io?](https://www.g2.com/discussions/who-owns-tray-io)
- [How much does tray IO cost?](https://www.g2.com/discussions/how-much-does-tray-io-cost)
- [What is Tray io?](https://www.g2.com/discussions/what-is-tray-io) - 1 comment

### [timextender](https://www.g2.com/products/timextender/reviews)

Timextender is a metadata-driven data platform that helps organizations build AI-ready data infrastructure up to 10x faster. The Timextender Data Platform unifies four modules, Data Integration, Data Enrichment, Data Quality, and Orchestration, that together automate the ingestion, governance, and delivery of data across the storage platform of your choice. Timextender is designed to help businesses manage their data infrastructure without extensive manual coding, giving data teams direct control over accuracy, governance, and the pace at which they can put trusted data to work.

**Average Rating:** 4.3/5.0

**Total Reviews:** 147

#### How Do G2 Users Rate timextender?

- **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 9.1/10)
- **Automation:** 8.7/10 (Category avg: 9.0/10)
- **Scalability:** 8.0/10 (Category avg: 8.7/10)
- **Auditing:** 7.5/10 (Category avg: 8.1/10)

#### Who Is the Company Behind timextender?

- **Seller:** [timextender](https://www.g2.com/sellers/timextender)
- **Company Website:** www.timextender.com
- **Year Founded:** 2006
- **HQ Location:** Aarhus, DK
- **Twitter:** @timextender  
17,630 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=16c30aa4d66911a30dfd85e108465af6956e4ac744b52cd472c76add59e6ea6b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftimextender%2F&secure%5Burl_type%5D=linkedin_company_website)  
92 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Business Intelligence Consultant
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 45% Medium, 34% Small

#### What Do G2 Reviewers Say About timextender?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Timextender, especially the intuitive drag-and-drop interface for data management.
- Users value the **responsive customer support** of TimeXtender, enhancing their overall experience and implementation process.
- Users praise the **automation features** of TimeXtender for streamlining workflows and simplifying complex processes.
- Users appreciate the **user-friendly interface** of TimeXtender, making it easy to get started and design effectively.
- Users find TimeXtender's **time-saving capabilities** invaluable, streamlining data tasks and enhancing workflow efficiency significantly.

##### Cons

- Users face **functional limitations** with TimeXtender, including issues with offline compatibility and lack of version tracking.
- Users face a **steep learning curve** with RSD-files and limited coding assistance, complicating data management.
- Users experience **poor documentation** , making it difficult to navigate and utilize TimeXtender effectively.
- Users face a **steep learning curve** with TimeXtender, particularly with complex data transformations and project transfers.
- Users report **unpredictable behavior and inefficiencies** with error reporting, especially with large datasets and multiple users.

#### What Are Recent G2 Reviews of timextender?

**["TimeXtender Classic is still a Classic!"](https://www.g2.com/survey_responses/timextender-review-11786389)**

**Rating:** 4.5/5.0 stars

_— Benjamin P._

[Read full review](https://www.g2.com/survey_responses/timextender-review-11786389)

**["Jet Analytics Data Integration (JADI)"](https://www.g2.com/survey_responses/timextender-review-8575138)**

**Rating:** 5.0/5.0 stars

_— Prabhu S._

[Read full review](https://www.g2.com/survey_responses/timextender-review-8575138)

#### What Are G2 Users Discussing About timextender?

- [How do you use Timextender?](https://www.g2.com/discussions/how-do-you-use-timextender)
- [Why use TimeXtender?](https://www.g2.com/discussions/why-use-timextender) - 1 comment
- [What is Odx server?](https://www.g2.com/discussions/what-is-odx-server) - 2 comments
- [What does TimeXtender do?](https://www.g2.com/discussions/what-does-timextender-do)

### [Integrate.io](https://www.g2.com/de/products/integrate-io/reviews)

Integrate.io ist eine Low-Code-Datenpipeline-Plattform, die sich auf Operational ETL spezialisiert hat, damit Unternehmen Geschäftsprozesse und manuelle Datenvorbereitung automatisieren können. Die vier Kernanwendungsfälle konzentrieren sich auf: 1) Dateidatenvorbereitung und B2B-Datenaustausch 2) Vorbereitung und Laden von Daten in CRMs und ERPs wie Salesforce, NetSuite und HubSpot 3) Unterstützung von Datenprodukten mit Echtzeit-Datenbankreplikation 4) Transformation und Zentralisierung von Daten in ein Data Warehouse für Analysen

**Average Rating:** 4.3/5.0

**Total Reviews:** 211

#### How Do G2 Users Rate Integrate.io?

- **War the product ein guter Geschäftspartner?:** 9.2/10 (Category avg: 9.1/10)
- **Automatisierung:** 9.1/10 (Category avg: 9.0/10)
- **Skalierbarkeit:** 8.3/10 (Category avg: 8.7/10)
- **Rechnungsprüfung:** 7.8/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Integrate.io?

- **Verkäufer:** [Integrate.io](https://www.g2.com/de/sellers/integrate-io)
- **Gründungsjahr:** 2012
- **Hauptsitz:** San Francisco, CA
- **Twitter:** @Integrateio  
4,285 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8369032372bed5cba91755525547d3f9a4467f0fee9defec350caaa1108d9bee&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2709076%2F&secure%5Burl_type%5D=linkedin_company_website)  
28 Mitarbeiter\*innen auf LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Dateningenieur, Datenanalyst
- **Top Industries:** Informationstechnologie und Dienstleistungen, Computersoftware
- **Company Size:** 51% Medium, 32% Small

#### What Do G2 Reviewers Say About Integrate.io?

_AI-generated summary from verified user reviews_

##### Pros

- Benutzer loben die **Benutzerfreundlichkeit** und Flexibilität von Integrate.io, was es einfach macht, verschiedene Daten-Workflows zu verwalten.
- Benutzer schätzen den **reaktionsschnellen und sachkundigen Kundensupport** von Integrate.io, der ihr Gesamterlebnis mit der Plattform verbessert.
- Benutzer loben die **einfachen Integrationen** von Integrate.io und schätzen seine nahtlose Verbindung mit verschiedenen Datenquellen.
- Benutzer schätzen die **Automatisierungsfunktionen** von Integrate.io für ihr benutzerfreundliches Design und die nahtlose Workflow-Planung.
- Benutzer finden die **einfache Einrichtung** von Integrate.io intuitiv, was eine schnelle Einarbeitung und effizientes Datenmanagement für Teams ermöglicht.

##### Cons

- Benutzer bemerken eine **Lernschwierigkeit** bei fortgeschrittenen Transformationen, die Zeit und Mühe erfordert, um das Werkzeug vollständig zu nutzen.
- Benutzer finden die **begrenzten Integrationen** mit Quellen und Funktionen behindern die Flexibilität und Benutzerfreundlichkeit in komplexen Setups.
- Benutzer finden **schlechte Dokumentation** frustrierend, insbesondere in Bezug auf API-Integration und komplexe Transformationseinrichtungen.
- Benutzer heben die Notwendigkeit einer **besseren API-Dokumentation** hervor, um die Integration und die allgemeine Benutzerfreundlichkeit von Integrate.io zu verbessern.
- Benutzer benötigen mehr **ausführliche API-Dokumentation** , um die Integration und Nutzung der Funktionen von Integrate.io effektiv zu verbessern.

#### What Are Recent G2 Reviews of Integrate.io?

**["Endlich aufgehört, sich um unsere Datenpipelines zu sorgen, und das sagt viel aus."](https://www.g2.com/de/survey_responses/integrate-io-review-12398331)**

**Rating:** 5.0/5.0 stars

_— Abe D._

[Read full review](https://www.g2.com/de/survey_responses/integrate-io-review-12398331)

**["Mühelose Einrichtung, intuitive Nutzung und zuverlässige Leistung"](https://www.g2.com/de/survey_responses/integrate-io-review-12841374)**

**Rating:** 5.0/5.0 stars

_— Craig P._

[Read full review](https://www.g2.com/de/survey_responses/integrate-io-review-12841374)

#### What Are G2 Users Discussing About Integrate.io?

- [Wofür wird Integrate.io verwendet?](https://www.g2.com/de/discussions/what-is-integrate-io-used-for)

### [TapClicks](https://www.g2.com/products/tapclicks/reviews)

TapClicks is a comprehensive marketing operations platform designed to streamline and automate various manual tasks associated with marketing management, such as data integration and reporting. This solution allows users to focus on high-impact activities, including campaign optimization and enhancing customer satisfaction. By offering a suite of tools that encompass reporting, analytics, insights, campaign order management, and marketing workflow tracking, TapClicks empowers organizations to make informed decisions based on real-time data. The platform is particularly beneficial for marketing agencies and organizations that manage multiple clients. TapClicks provides a unified dashboard through its flagship product, TapAnalytics, which consolidates marketing campaign data and performance metrics. This feature enables users to easily manage thousands of clients from a single interface, offering both high-level agency views and customizable client-specific views. Such transparency is essential for maintaining strong client relationships and ensuring that clients are informed about their campaign performance. One of the standout features of TapAnalytics is its ability to deliver real-time analytics and scoring across all campaigns. Utilizing sophisticated algorithms, the platform optimizes campaign performance and uncovers actionable insights that can drive better results. Additionally, the data visualization capabilities of TapClicks bring data to life through interactive timelines, pie charts, geo-mapping, and text widgets, making it easier for users to interpret and present their findings. TapClicks also prioritizes efficiency with its auto-scheduled reporting feature, allowing users to send automated reports in various formats, including HTML, PDF, and Excel. This functionality saves time and ensures that stakeholders receive timely updates without the need for manual intervention. Furthermore, the platform supports over 200 integrations tailored to the needs of agencies of all sizes, enhancing its versatility and making it a valuable tool for marketing professionals. In summary, TapClicks is designed to optimize marketing operations by automating routine tasks and providing a holistic view of marketing activities. With its user-friendly interface, robust analytics capabilities, and extensive integration options, TapClicks stands out as a powerful solution for organizations looking to enhance their marketing efforts and drive meaningful results.

**Average Rating:** 4.3/5.0

**Total Reviews:** 316

#### How Do G2 Users Rate TapClicks?

- **Has the product been a good partner in doing business?:** 9.1/10 (Category avg: 9.1/10)

#### Who Is the Company Behind TapClicks?

- **Seller:** [TapClicks](https://www.g2.com/sellers/tapclicks)
- **Company Website:** www.TapClicks.com
- **Year Founded:** 2015
- **HQ Location:** San Jose, CA
- **Twitter:** @TapClicks  
773 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec8c8f2591bb9933a546449846953b84f15ae4d42553fae2d0bc46a31ccc8751&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2810260%2F&secure%5Burl_type%5D=linkedin_company_website)  
148 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Account Manager, Digital Marketing Manager
- **Top Industries:** Marketing and Advertising, Broadcast Media
- **Company Size:** 62% Small, 30% Medium

#### What Do G2 Reviewers Say About TapClicks?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of TapClicks, effectively consolidating marketing data and enhancing reporting capabilities.
- Users value the **deep insights and automation** of TapClicks, enhancing efficiency and decision-making in marketing operations.
- Users benefit from **automation** in TapClicks, significantly enhancing efficiency and facilitating strategic marketing decisions.
- Users appreciate the **comprehensive data integration** of TapClicks, streamlining marketing operations and enhancing decision-making.
- Users value the **streamlined data management** of TapClicks, enhancing insights and saving time for strategic focus.

##### Cons

- Users report **data connection issues** that lead to discrepancies, and customer service responses are often inadequate.
- Users often encounter **data inconsistency issues** , experiencing discrepancies that hinder effective data collection and support.
- Users find the **data management issues** in TapClicks frustrating, especially with initial setup and data syncing difficulties.
- Users find the **difficult setup** of TapClicks to be overwhelming, impacting their initial experience with the platform.
- Users note a **lack of information** from TapClicks, particularly regarding data connections and customer service responses.

#### What Are Recent G2 Reviews of TapClicks?

**["Exceptionally Useful and Incredibly Easy to Use"](https://www.g2.com/survey_responses/tapclicks-review-12113045)**

**Rating:** 4.5/5.0 stars

_— Verified User in Publishing_

[Read full review](https://www.g2.com/survey_responses/tapclicks-review-12113045)

**["Great Client Dashboards with Flexible Metrics"](https://www.g2.com/survey_responses/tapclicks-review-12676293)**

**Rating:** 5.0/5.0 stars

_— Juli L._

[Read full review](https://www.g2.com/survey_responses/tapclicks-review-12676293)

#### What Are G2 Users Discussing About TapClicks?

- [What is TapClicks used for?](https://www.g2.com/discussions/what-is-tapclicks-used-for) - 1 comment

### [Prophecy](https://www.g2.com/products/prophecy-prophecy/reviews)

Prophecy is the agentic data prep and analysis platform that introduces a new data lifecycle—generate, refine, deploy—where AI agents and data teams collaborate through visual, code, and document interfaces to accelerate work and deliver trusted pipelines to production. Leading enterprises rely on Prophecy to power their most demanding data workloads. - Generate a first draft in minutes: Prophecy’s AI agents, built on specialized Claude Code, are experts at generating workflows for your data, accelerating tasks like data transformation and automating others like documentation. - Refine with ease and speed: Our visual analytics workflows (or code, document formats) enable users to quickly understand the AI generated output, and to refine them to 100% complete. Deploy robustly: We provide robust deployment to production built on software best practices. The deployed workflows run at scale, with governance, on your cloud data platform. What are the key features of Prophecy? - Market Leading Data Agents: Specialized Claude Code based AI agents that understand your data and apply data specific skills to generate the best results. - Visual Inspect & Refine: AI generates results as visual data workflows, so business users can quickly inspect the logic, refine it to match their intent, and validate the final output. - Integrated Data Execution: You schedule and monitor workflows. Each reads/writes data using built-in high-performance connectors, and run transforms in Prophecy or your SQL or Spark platforms. - Complete Data Lifecycle: The visual workflows can be deployed to production as high-performance code that runs at scale with governance on Databricks, Snowflake or BigQuery that can be shared. Prophecy finds application across industries such as finance, healthcare, and retail, where data-driven decisions are crucial. Analysts become more productive, and business users now self-serve. Learn more at https://www.prophecy.ai/

**Average Rating:** 4.6/5.0

**Total Reviews:** 31

#### How Do G2 Users Rate Prophecy?

- **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 9.1/10)
- **Automation:** 9.3/10 (Category avg: 9.0/10)
- **Scalability:** 9.8/10 (Category avg: 8.7/10)
- **Auditing:** 8.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Prophecy?

- **Seller:** [Prophecy](https://www.g2.com/sellers/prophecy)
- **Year Founded:** 2017
- **HQ Location:** Palo Alto, CA
- **Twitter:** @Prophecy\_io  
370 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3d3469dbf2edc92e25f42d919acf71a815097bf673e35df446d43135830410f1&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprophecy-io%2F&secure%5Burl_type%5D=linkedin_company_website)  
173 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Senior Data Engineer
- **Top Industries:** Financial Services, Insurance
- **Company Size:** 68% Large, 19% Medium

#### What Do G2 Reviewers Say About Prophecy?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Prophecy, with its elegant UI and low-code capabilities for ETL pipelines.
- Users value the **high-quality generated Spark code** from Prophecy, enhancing productivity and simplifying data pipeline design.
- Users commend Prophecy for its **exceptional customer support** , noting responsive, knowledgeable assistance that enhances their experience.
- Users value Prophecy's **robust features and integrations** that streamline data pipeline management and enhance productivity.
- Users value the **automation capabilities** of Prophecy, enabling efficient pipeline design and management with minimal effort.

##### Cons

- Users note **feature limitations** due to missing gems and slower interface, impacting their overall experience.
- Users experience a challenging **learning curve** with Prophecy, as proficiency takes time despite its user-friendly design.
- Users find Prophecy lacking in **missing features** , struggling with outdated tools and limited data source support.
- Users find the **steep learning curve** of Prophecy challenging, requiring time to master effective usage and best practices.
- Users find the **difficulty in understanding syntax** and pipeline logs can complicate the use of Prophecy.

#### What Are Recent G2 Reviews of Prophecy?

**["Prophecy and Samsara Together"](https://www.g2.com/survey_responses/prophecy-review-11097313)**

**Rating:** 4.0/5.0 stars

_— Robert K._

[Read full review](https://www.g2.com/survey_responses/prophecy-review-11097313)

**["Modern Code-First Spark Pipelines with a Clean Visual Interface"](https://www.g2.com/survey_responses/prophecy-review-12836664)**

**Rating:** 4.0/5.0 stars

_— Paridhi M._

[Read full review](https://www.g2.com/survey_responses/prophecy-review-12836664)

### [DataBlend](https://www.g2.com/products/datablend/reviews)

DataBlend is an integration software solution, classified as an Integration Platform as a Service (iPaaS), specifically designed to enhance the operations of finance and accounting teams. This innovative tool enables users to streamline data integrations without the need for extensive coding knowledge, making it accessible for professionals in the finance sector. By providing a no-code and low-code user interface, DataBlend empowers CFOs, controllers, and their teams to automate and optimize the flow of data across various systems, ensuring that financial operations are both efficient and secure. Targeted primarily at finance and accounting professionals, DataBlend serves over 1,000 companies, helping them manage complex data integration tasks with ease. Its user-friendly interface allows teams to connect disparate systems such as ERP/GL, CRM, POS, HR/payroll, and financial reporting tools, facilitating seamless data exchange. This capability is particularly beneficial for organizations that rely on multiple software solutions to manage their financial data, as it eliminates the manual processes that can lead to errors and inefficiencies. Key features of DataBlend include its robust automation capabilities, which allow users to set up data workflows that run on a schedule or in real-time. This ensures that financial data is always up-to-date and readily available for analysis and reporting. Additionally, the platform offers built-in security measures to protect sensitive financial information during data transfers, providing peace of mind for users concerned about data integrity and compliance. DataBlend stands out in the iPaaS category due to its focus on the unique needs of finance and accounting teams. Unlike many generic integration solutions, DataBlend is tailored to address the specific challenges faced by these professionals, such as the need for accurate financial reporting and compliance with regulatory standards. By automating data integration processes, DataBlend not only saves time but also enhances the accuracy of financial data, allowing teams to make informed decisions based on reliable information. Overall, DataBlend is a powerful tool for finance and accounting teams looking to streamline their operations and improve data management. Its no-code, low-code approach, combined with its focus on security and automation, makes it an invaluable asset for organizations seeking to enhance their financial processes and drive efficiency across their technology stack.

**Average Rating:** 4.7/5.0

**Total Reviews:** 87

#### How Do G2 Users Rate DataBlend?

- **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 9.1/10)
- **Automation:** 9.7/10 (Category avg: 9.0/10)
- **Scalability:** 9.3/10 (Category avg: 8.7/10)
- **Auditing:** 8.2/10 (Category avg: 8.1/10)

#### Who Is the Company Behind DataBlend?

- **Seller:** [eOne Solutions](https://www.g2.com/sellers/eone-solutions)
- **Company Website:** www.eonesolutions.com
- **Year Founded:** 2001
- **HQ Location:** Fargo, ND
- **Twitter:** @eOneSolutions  
1,190 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d32d55a899012c910653f7587f7ac8194867a7ae5c88f71ba205c00735e6f95a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feone-solutions&secure%5Burl_type%5D=linkedin_company_website)  
68 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Non-Profit Organization Management, Accounting
- **Company Size:** 66% Medium, 20% Small

#### What Do G2 Reviewers Say About DataBlend?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **customer support incredibly responsive** , always ready to assist and ensure smooth implementation.
- Users love the **ease of use** of DataBlend, finding it intuitive and a significant time saver.
- Users commend the **implementation ease** of DataBlend, highlighting seamless integration and intuitive interfaces for quick setup.
- Users love the **automation capabilities** of DataBlend, significantly reducing manual tasks and enhancing financial data efficiency.
- Users find DataBlend to be a **significant time-saver** , automating tedious processes and streamlining financial data management.

##### Cons

- Users face a **steep learning curve** with DataBlend, particularly in complex integrations and mapping structures.
- Users express frustration over **poor customer support** , highlighting inconsistent communication and unmet delivery promises from DataBlend.
- Users face a **steep learning curve** with DataBlend, particularly for complex integrations and workflow configurations.
- Users find the **complexity** of DataBlend overwhelming initially, though guidance helps ease the learning curve.
- Users find the **error reporting confusing** , initially struggling to understand meanings before it improves with experience.

#### What Are Recent G2 Reviews of DataBlend?

**["Flexible, Affordable Custom Workflows with DataBlend"](https://www.g2.com/survey_responses/datablend-review-13110902)**

**Rating:** 5.0/5.0 stars

_— Mikail S._

[Read full review](https://www.g2.com/survey_responses/datablend-review-13110902)

**["DataBlend Automates Invoicing Seamlessly and Saves Us Hours Every Week"](https://www.g2.com/survey_responses/datablend-review-13105073)**

**Rating:** 5.0/5.0 stars

_— Hailey M._

[Read full review](https://www.g2.com/survey_responses/datablend-review-13105073)

#### What Are G2 Users Discussing About DataBlend?

- [What is DataBlend used for?](https://www.g2.com/discussions/what-is-datablend-used-for)

### [StarfishETL](https://www.g2.com/products/starfishetl/reviews)

StarfishETL for Integration: StarfishETL is an iPaaS (Integration-Platform-as-a-Service) that provides seamless data integration from one database to another - whether hosted, on-premises, or in the Cloud. Connect to more than 400 applications using drag-and-drop low code functionality; AI-enabled mapping, scripting, and SQL query writing; and secure connectivity through on-premises firewalls. StarfishETL for Migration: StarfishETL is loaded with pre-built capabilities, but it's not limited by them. You have the power to set up your project any way you desire to get the data results that fit your business. Add custom fields in our Cloud Cartographer, or use the on-premises tool for more advanced personalization. StarfishETL as an iPaaS: StarfishETL is a Cloud iPaaS solution, which gives it the unique ability to connect virtually any kind of solution to any other kind of solution, as long as both of those applications have an API. This gives StarfishETL customers ultimate control over their data projects, with the ability to build more unique and scalable data connections.

**Average Rating:** 4.7/5.0

**Total Reviews:** 75

#### How Do G2 Users Rate StarfishETL?

- **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 9.1/10)
- **Automation:** 9.3/10 (Category avg: 9.0/10)
- **Scalability:** 9.6/10 (Category avg: 8.7/10)
- **Auditing:** 9.6/10 (Category avg: 8.1/10)

#### Who Is the Company Behind StarfishETL?

- **Seller:** [Technology Advisors](https://www.g2.com/sellers/technology-advisors)
- **Year Founded:** 1991
- **HQ Location:** Chicago, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6853aee43812c985183a96bf51f766de6bb7e92760189053098c6f4d46b80a03&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fstarfishetl%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®
- **Phone:** 847-655-3400

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 36% Large, 36% Medium

#### What Are Recent G2 Reviews of StarfishETL?

**["Upfront, Honest and Friendly"](https://www.g2.com/survey_responses/starfishetl-review-9856115)**

**Rating:** 5.0/5.0 stars

_— Kelly P._

[Read full review](https://www.g2.com/survey_responses/starfishetl-review-9856115)

**["StarfishETL was the one software capable of doing this"](https://www.g2.com/survey_responses/starfishetl-review-7892321)**

**Rating:** 4.0/5.0 stars

_— Charles C._

[Read full review](https://www.g2.com/survey_responses/starfishetl-review-7892321)

#### What Are G2 Users Discussing About StarfishETL?

- [What is StarfishETL used for?](https://www.g2.com/discussions/what-is-starfishetl-used-for)

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Similar Categories

- [Big Data Integration Platforms](/categories/big-data-integration-platforms)
- [Cloud Migration](/categories/cloud-migration)
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- [Enterprise Service Bus (ESB)](/categories/enterprise-service-bus-esb)
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- [Reverse ETL](/categories/reverse-etl)

- [Stream Analytics](/categories/stream-analytics)

[Browse ETL Tools Themes](/categories/etl-tools/themes)

 ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi")
SJ

Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Updated 

Products classified in the overall ETL Tools category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business ETL Tools to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business ETL Tools category.

In addition to qualifying for inclusion in the ETL Tools category, to qualify for inclusion in the Enterprise Business ETL Tools category, a product must have at least 10 reviews left by a reviewer from an enterprise business.

Show More

* * *

## How Do You Choose the Right ETL Tools?

### What You Should Know About ETL Tools

### ETL software buying insights at a glance

Organizations today manage data across multiple applications, databases, and cloud environments. [ETL tools](https://www.g2.com/categories/etl-tools) help teams extract, transform, and load that data into centralized systems where it can be analyzed and used for reporting or operational decision-making. As companies adopt [cloud data warehouses](https://www.g2.com/categories/data-warehouse) and modern analytics stacks, these solutions play an important role in keeping data pipelines reliable and consistent. 

The best ETL tools help organizations reduce manual scripting, maintain consistent data pipelines, and support large volumes of data across multiple integrations. As data environments grow more complex, ETL providers increasingly focus on simplifying integrations and enabling faster access to analytics-ready data.

Common use cases focus on simplifying how data moves and gets prepared across systems. Teams use these tools to automate pipelines between SaaS apps, databases, and warehouses, consolidate data for unified reporting, and transform raw inputs into analytics-ready datasets for [BI tools](https://www.g2.com/categories/business-intelligence). They also help maintain consistent, reliable data flows across distributed environments, supporting cloud data warehouses and modern analytics platforms.

Pricing varies across the category depending on the number of integrations, pipeline volume, and transformation complexity. Many vendors use usage-based pricing models tied to data volume or connectors. Entry-level plans often support smaller teams or limited pipelines, while enterprise deployments add advanced monitoring, governance, and scalability capabilities.

### Top 5 FAQs from software buyers

- How do ETL tools support modern data stacks and cloud-based data architectures?
- How well do ETL platforms integrate with cloud data warehouses like BigQuery, Snowflake, or Redshift?
- Which ETL tools simplify pipeline management and reduce maintenance overhead for data teams?
- What level of scalability and performance do ETL solutions provide for large-scale data pipelines?
- Which ETL providers offer the broadest integration support across SaaS applications, databases, and APIs?

G2’s top-rated ETL tools, based on verified reviews, include [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews), [Databricks](https://www.g2.com/products/databricks/reviews), [Domo](https://www.g2.com/products/domo/reviews), [Workato](https://www.g2.com/products/workato/reviews), and [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews).

### What are the top-reviewed ETL Tools on G2?

[**Google Cloud BigQuery**](https://www.g2.com/products/google-cloud-bigquery/reviews)

- Number of Reviews: 324
- Satisfaction: 98
- Market Score: 99
- G2 Score: 98

[**Databricks**](https://www.g2.com/products/databricks/reviews)

- Number of Reviews: 279
- Satisfaction: 100
- Market Score: 81
- G2 Score: 90

[**Domo**](https://www.g2.com/products/domo/reviews)

- Number of Reviews: 380
- Satisfaction: 88
- Market Score: 73
- G2 Score: 80

[**Workato**](https://www.g2.com/products/workato/reviews)

- Number of Reviews: 224
- Satisfaction: 94
- Market Score: 62
- G2 Score: 78

[**SnapLogic Intelligent Integration Platform (IIP)**](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews)

- Number of Reviews: 172
- Satisfaction: 94
- Market Score: 60
- G2 Score: 77

**Satisfaction** reflects user-reported ratings, including ease of use, support, and feature fit. ([Source 2](https://www.g2.com/reports))

**Market Presence** scores combine review and external signals that indicate market momentum and footprint. ([Source 2](https://www.g2.com/reports))

**G2 Score** is a weighted composite of Satisfaction and Market Presence. ([Source 2](https://www.g2.com/reports))

Learn how G2 scores products. ([Source 1](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5vlk6s*_gcl_au*MTAwMzU5MzUxLjE3NjM0MTg0NzYuNjY0NTIxMTY0LjE3NjQ2MTc0NzcuMTc2NDYxNzQ3Nw..*_ga*NzY1MDU0NjE3LjE3NjM0NzQ3ODM.*_ga_MFZ5NDXZ5F*czE3NjYwODk1MTMkbzY3JGcxJHQxNzY2MDkyMjQyJGo1NyRsMCRoMA..))

### What I Often See in ETL Tools

#### Feedback Pros: What Users Consistently Appreciate

• **Visual pipeline builders simplify complex multi-source data integrations**

_“I love how the SnapLogic Intelligent Integration Platform (IIP) makes building integrations so easy with its AI-powered and low-code interface, which significantly streamlines design and maintenance for both technical and non-technical users. This platform guides the pipeline design and reduces the manual effort, aligning with its AI-driven workflow approach, and it has been instrumental in helping me automate workflows, improve data flow efficiency, and reduce the integration effort significantly. The initial setup was very easy because it's a cloud-based, self-service platform that minimizes installation effort and helps teams get started quickly. I highly recommend SnapLogic IIP for organizations looking to modernize and accelerate their integration strategy, and I would rate it a 9 for its ease of use.”_

- [Sanket N.](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews/snaplogic-intelligent-integration-platform-iip-review-12380685), SnapLogic Intelligent Integration Platform (IIP) review

• **Extensive connectors enable fast integration across SaaS and databases**

_“We use this every day as a vital part of an integration between our website and database. Easy to use with a number of different integrations available at your fingertips. Assistance was always an email away.”_

- [Nick E.](https://www.g2.com/products/skyvia/reviews/skyvia-review-12443772), Skyvia review

• **Automation capabilities reduce manual pipeline maintenance and data preparation**

_“Workato is an excellent tool for automating tasks and improving processes. What I find truly impressive is that we no longer have to rely on our ERP vendor for new features or automations; instead, we can handle everything ourselves using Workato. Personally, I have implemented numerous enhancements that have greatly benefited the Finance team, resulting in an estimated annual savings of around 1,000 hours. Also tool is so easy to use that you do not need to have any technical knowledge.”_

- [Manvitha K.](https://www.g2.com/products/workato/reviews/workato-review-12106615), Workato review

#### Cons: Where Many Platforms Fall Short

• **Advanced transformations require deeper technical knowledge and configuration**

_“Some advanced use cases require a deeper technical understanding, especially when building custom flows, handling edge cases, or working with complex APIs. The UI can feel overwhelming for new users, and debugging large integrations could be improved with more developer-style tooling. Pricing can also be a consideration for smaller organizations compared to lightweight automation tools.”_

- [Nuri Vladimir E.](https://www.g2.com/products/celigo/reviews/celigo-review-12356472), Celigo review

• **Limited debugging visibility when pipelines fail during complex workloads**

_“Debugging and troubleshooting pipelines can sometimes be difficult. Error messages are not always very detailed, which can slow down the process of identifying issues. The UI is helpful, but complex pipelines can become harder to manage and visualize as they grow. Additionally, monitoring and cost tracking for large workloads requires careful attention, as pipeline executions and data movement activities can accumulate costs quickly.”_

- [Alan R.](https://www.g2.com/products/azure-data-factory/reviews/azure-data-factory-review-12454264), Azure Data Factory

• **Scaling integrations or data volume increases operational management complexity**

_“The pricing model can become expensive for large-scale queries without proper optimization and cost monitoring. The learning curve for advanced features and query optimization techniques requires time investment. Limited support for certain data types and occasional complexity in debugging nested queries could be improved for a better developer experience.”_

- [Alok K.](https://www.g2.com/products/google-cloud-bigquery/reviews/google-cloud-bigquery-review-12237841), Google Cloud BigQuery review

### My Expert Takeaway on ETL Tools in 2026

Looking across the review data, ETL solutions receive consistently strong sentiment, with an average rating of **4.61/5 stars and a 9.22/10 likelihood to recommend**. That tells me most teams see clear value once their pipelines are operational. ETL tools have quietly become core infrastructure for modern data environments, especially as organizations connect more SaaS applications, warehouses, and analytics systems.

What I notice most in the reviews is that teams rarely evaluate ETL platforms only on integrations. Instead, reliability and automation come up repeatedly. Users want pipelines that run consistently without constant monitoring or manual fixes. When pipelines break or debugging becomes difficult, it quickly impacts reporting workflows and downstream analytics.

Another pattern I see is that successful teams treat ETL software as shared infrastructure rather than an isolated engineering tool. Data engineers may design pipelines, but analysts and operations teams often rely on them daily. Platforms that simplify pipeline visibility, monitoring, and maintenance tend to make collaboration easier across teams.

Industry usage patterns also suggest that organizations with growing data environments benefit the most from mature ETL workflows. For buyers evaluating the best ETL tools, the biggest differentiator often comes down to how well a platform keeps pipelines stable and manageable as data complexity grows.

### ETL Tools FAQs

#### What are the best free ETL tools for developers?

Many platforms offer open-source components, limited free tiers, or trial versions that developers use to build and test pipelines.

Common options include:

- [dbt](https://www.g2.com/products/dbt/reviews) **:** An open-source framework used by data teams to transform and model data directly inside data warehouses.
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Offers a limited free usage tier that allows developers to run queries and build data pipelines at small scale.
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews): A serverless data integration service commonly used for large-scale pipelines, typically accessed through free trial credits or limited testing environments.

Developers often use these tools to prototype data pipelines before scaling to production workloads.

#### What are the best no-code or low-code ETL tools?

No-code and low-code ETL tools simplify pipeline creation through visual workflows and prebuilt integrations.

Examples include:

- [Workato](https://www.g2.com/products/workato/reviews): Known for its automation platform and extensive connector ecosystem that simplifies integration workflows.
- [SnapLogic](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews): Uses a visual interface and prebuilt connectors to help teams design data pipelines without heavy coding.
- [Alteryx](https://www.g2.com/products/alteryx/reviews): Offers a drag-and-drop workflow builder designed for analysts working with data preparation and transformation.

These platforms allow data teams to manage pipelines without relying heavily on engineering resources.

#### Which ETL services offer strong security features?

Organizations handling sensitive data often prioritize ETL tools that offer strong governance, access controls, and compliance capabilities.

Platforms commonly used in secure environments include:

- [Azure Data Factory](https://www.g2.com/products/azure-data-factory/reviews): Integrates with Microsoft’s identity and security framework for controlled data pipelines.
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Supports secure data processing with built-in encryption and governance capabilities.
- [AWS Glue](https://www.g2.com/products/aws-glue/reviews): Provides role-based access controls and integration with AWS security services.

These platforms help organizations maintain secure data movement across complex environments.

#### What’s the leading ETL app for big data analysis?

For large-scale analytics workloads, organizations often use ETL tools that integrate directly with modern data platforms.

Common choices include:

- [Databricks](https://www.g2.com/products/databricks/reviews): Designed for large-scale data engineering, analytics, and machine learning pipelines.
- [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews): Enables large-scale data processing and analytics within a cloud data warehouse environment.
- [Fivetran](https://www.g2.com/products/fivetran/reviews): Automates high-volume data ingestion into cloud warehouses for analytics and reporting.

These platforms support large datasets and complex transformation workflows.

#### What are the different types of ETL tools?

ETL tools generally fall into four categories:

- **Open-source ETL tools** : Flexible frameworks for custom pipeline development.
- **Cloud-based ETL platforms** : Managed services that automate data pipelines.
- **No-code or low-code ETL tools** : Visual workflow tools for non-engineering teams.
- **Enterprise ETL solutions** : Platforms built for governance, monitoring, and large-scale data environments.

Each category supports different technical needs and levels of pipeline complexity.

#### Sources

- [G2 Scoring Methodologies](https://documentation.g2.com/docs/research-scoring-methodologies?_gl=1*5ky9es*_gcl_au*MTY2NDg2MDY3Ny4xNzU1MDQxMDU4*_ga*MTMwMTMzNzE1MS4xNzQ5MjMyMzg1*_ga_MFZ5NDXZ5F*czE3NTUwOTkzMjgkbzQkZzEkdDE3NTUwOTk3NzYkajU3JGwwJGgw)
- [G2 Winter 2026 Reports](https://company.g2.com/news/g2-winter-2026-reports)

Researched By: [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)

Last updated on March 16, 2026