Best Enterprise ETL Tools - Page 3

How Many ETL Tools Products Does G2 Track?

Total Products under this Category: 273

Category Stats (Sep 2026)

  • Average Rating: 4.55/5 (↑0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Cloudera (+2.21%) - Among all products in this category, Cloudera recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank ETL Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 19,700+ Authentic Reviews
  • 273+ 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

Highlighted products: Databricks, Alteryx, Google Cloud BigQuery, IBM StreamSets, Informatica Data Integration and Engineering, Celigo, Boomi Data Integration, and Azure Data Factory.

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=informatica-data-integration-and-engineering&focus%5B%5D=celigo&focus%5B%5D=boomi-data-integration&focus%5B%5D=azure-data-factory&segment=enterprise)

Flowgear

Flowgear is an Integration Development Environment that enables teams to build, run, and govern business integrations across cloud, hybrid, and on-premises systems. Acting as a durable integration layer, Flowgear governs how AI securely interacts with business systems through scoped tools, approved connections, comprehensive logging, diagnostics, and controlled execution, helping organizations accelerate automation while maintaining visibility, security, and governance.

Average Rating: 4.5/5.0

Total Reviews: 130

How Do G2 Users Rate Flowgear?

  • Has the product been a good partner in doing business?: 9.1/10 (Category avg: 9.1/10)
  • Automation: 8.7/10 (Category avg: 9.0/10)
  • Scalability: 8.6/10 (Category avg: 8.7/10)
  • Auditing: 7.2/10 (Category avg: 8.2/10)

Who Is the Company Behind Flowgear?

  • Seller: Flowgear
  • Company Website:
  • Year Founded: 2007
  • HQ Location: Johannesburg, Gauteng
  • Twitter: @flowgear
    369 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    33 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 50% Small, 40% Medium

What Do G2 Reviewers Say About Flowgear?

AI-generated summary from verified user reviews

Pros
  • Users highlight easy integrations with Flowgear, enabling effective automation and connectivity across multiple systems seamlessly.
  • Users highlight Flowgear's strong automation capabilities, facilitating seamless integrations and efficient workflow management.
  • Users value the impressive range of built-in connectors in Flowgear that simplifies quick system connections and integrations.
  • Users value the variety of connectors in Flowgear, streamlining integration and saving significant setup time.
  • Users find Flowgear's ease of use invaluable, simplifying integration building with its user-friendly interface and design.
Cons
  • Users face a steep learning difficulty due to inadequate training resources and limited documentation for Flowgear.
  • Users highlight the poor documentation of Flowgear, expressing a need for more comprehensive training and resources.
  • Users find the difficult learning curve challenging due to limited training materials and documentation, especially for newcomers.
  • Users find the learning curve challenging due to limited training materials and documentation for new users.
  • Users find limited functionality in Flowgear's trial version, hindering exploration of advanced features and integrations.

What Are Recent G2 Reviews of Flowgear?

What Are G2 Users Discussing About Flowgear?

IBM DataStage

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: 8.2/10)

Who Is the Company Behind IBM DataStage?

  • Seller: IBM
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • Twitter: @IBMSecurity
    74,660 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    344,328 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 customization flexibility of IBM DataStage, allowing integration of custom scripts to meet specific needs.
  • Users appreciate the high-performance data pipelining of DataStage, enabling efficient processing of massive data volumes seamlessly.
  • Users value the high-performance parallel processing engine of IBM DataStage, enabling efficient handling of massive data volumes.
  • Users value the ease of use of IBM DataStage, appreciating its intuitive interface for complex data tasks.
  • Users highlight the high-performance parallel processing of IBM DataStage, enabling efficient handling of massive data volumes.
Cons
  • Users criticize the complex processes in IBM DataStage, finding the steep learning curve frustrating for new team members.
  • Users often struggle with dependency issues due to IBM DataStage's complex licensing and vendor lock-in, making integration challenging.
  • Users highlight the expensive costs and complex licensing of IBM DataStage, making it hard for smaller businesses to adopt.
  • Users find a lack of real-time data in IBM DataStage, limiting its agility for modern DataOps needs.
  • Users find the steep learning curve of IBM DataStage challenging, especially for new hires with its complex settings.

What Are Recent G2 Reviews of IBM DataStage?

What Are G2 Users Discussing About IBM DataStage?

Oracle Data Integrator

Oracle Data Integrator (on-premises & Cloud Service) - a high-Performance Bulk Data Movement and Data Transformation. Delivers unique next-generation, extract load and transform (ELT) technology that improves performance and reduces data integration costs—even across heterogeneous systems. o ELT architecture for improved performance and lower TCO o Heterogeneous platform support for enterprise data integration o Knowledge modules for optimized developer productivity and extensibility o Service-oriented data integration and management for SOA environments Link - https://www.oracle.com/middleware/data-integration/enterprise-edition/ Datasheet – http://www.oracle.com/us/products/middleware/data-integration/odi-ee-ds-2030747.pdf Documentation https://www.oracle.com/technetwork/middleware/data-integrator/documentation/index.html#11.1.1.5 Webcast Supercharge your data integration DIPC https://event.on24.com/eventRegistration/EventLobbyServlet?target=reg20.jsp&referrer=https%3A%2F%2Fwww.oracle.com%2Fmiddleware%2Fdata-integration%2Fenterprise-edition%2Fresources.html&eventid=1545759&sessionid=1&key=E89B634077F2FF8700223E6E1A49A54E&regTag=&sourcepage=register

Average Rating: 4.0/5.0

Total Reviews: 15

How Do G2 Users Rate Oracle Data Integrator?

  • Has the product been a good partner in doing business?: 8.1/10 (Category avg: 9.1/10)
  • Automation: 8.9/10 (Category avg: 9.0/10)
  • Scalability: 8.8/10 (Category avg: 8.7/10)
  • Auditing: 7.8/10 (Category avg: 8.2/10)

Who Is the Company Behind Oracle Data Integrator?

  • Seller: Oracle
  • Year Founded: 1977
  • HQ Location: Austin, TX
  • Twitter: @Oracle
    827,997 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    207,576 employees on LinkedIn®
  • Ownership: NYSE:ORCL

Who Uses This Product?

  • Company Size: 80% Large, 20% Medium

What Are Recent G2 Reviews of Oracle Data Integrator?

Singular

Singular is the only end-to-end marketing attribution and analytics platform that uncovers true ROI across all marketing channels. We transform complex marketing data into actionable insights by unifying campaign data from thousands of channels with cross-device attribution data. Leading brands like LinkedIn, Nike, WB Games, and Rovio rely on Singular to maximize every marketing dollar, eliminate wasted spend, and drive higher user retention. With superior ROI reporting, advanced fraud prevention, user engagement capabilities, and unmatched data accessibility, marketers can finally drive faster growth with smarter insights.

Average Rating: 4.6/5.0

Total Reviews: 519

How Do G2 Users Rate Singular?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 9.1/10)
  • Automation: 8.9/10 (Category avg: 9.0/10)
  • Scalability: 8.9/10 (Category avg: 8.7/10)
  • Auditing: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind Singular?

  • Seller: Singular
  • Company Website:
  • Year Founded: 2014
  • HQ Location: Palo Alto, California
  • Twitter: @TweetSingular
    1,316 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    364 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: User Acquisition Manager, Marketing Manager
  • Top Industries: Computer Games, Financial Services
  • Company Size: 52% Medium, 26% Small

What Do G2 Reviewers Say About Singular?

AI-generated summary from verified user reviews

Pros
  • Users highlight the best-in-class customer support from Singular, noting its responsiveness and quick resolution of issues.
  • Users value the ease of use of Singular, benefiting from clear dashboards and straightforward onboarding.
  • Users find Singular's support and customer service exceptionally helpful, ensuring timely assistance and tailored solutions for their needs.
  • Users appreciate the flexibility and transparency of Singular, enhancing data analysis and decision-making efficiency.
  • Users value the deep campaign performance analysis of Singular, enhancing marketing data consolidation and decision-making.
Cons
  • Users find the poor interface design of Singular can hinder functionality and requires additional support for effective use.
  • Users find the UI to be unintuitive, often requiring extra support and feeling less flexible than desired.
  • Users find UI design issues and complex integrations in Singular can hinder usability and slow down analysis.
  • Users find attribution issues problematic, struggling with unclear credit assignment and reliability across multiple devices.
  • Users report significant dashboard issues, noting a lack of customization and an unintuitive interface that hinders usability.

What Are Recent G2 Reviews of Singular?

What Are G2 Users Discussing About Singular?

Tray.ai

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: 8.2/10)

Who Is the Company Behind Tray.ai?

  • Seller: Tray.io
  • Year Founded: 2012
  • HQ Location: San Francisco, CA
  • Twitter: @tray
    3,059 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    134 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 appreciate the easy integrations of Tray.ai, enabling seamless connections between various systems like Shopify and LMS.
  • Users find Tray.ai's ease of use exceptional, thanks to its intuitive UI and flexible workflow integrations.
  • Users love the versatile integrations of Tray.ai, enabling seamless connections between various systems and APIs.
  • Users value the custom automation capabilities of Tray.ai, appreciating its flexibility and ease of setup for workflows.
  • Users value the extensive connectors of Tray.ai, enabling seamless integration across various platforms and APIs.
Cons
  • Users find the missing features in Tray.ai, including lack of version control and descriptive documents, frustrating.
  • Users find complex pricing challenging, especially with frequent changes that complicate budgeting and planning.
  • Users note that Tray.ai's pricing is expensive, leading to challenges in budgeting and cost management.
  • Users experience a steep learning curve with Tray.ai, making it challenging for newcomers to navigate functionalities effectively.
  • Users find the poor documentation of Tray.ai frustrating, impacting the ease of setting up integrations.

What Are Recent G2 Reviews of Tray.ai?

What Are G2 Users Discussing About Tray.ai?

AWS Database Migration Service

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: 8.2/10)

Who Is the Company Behind AWS Database Migration Service?

  • Seller: Amazon Web Services (AWS)
  • Year Founded: 2006
  • HQ Location: Seattle, WA
  • Twitter: @awscloud
    2,232,483 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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?

What Are G2 Users Discussing About AWS Database Migration Service?

Nexla

Nexla is the data layer for enterprise AI. The platform gives AI applications and agents the connectivity, context, and governance to operate across 1,000+ enterprise systems in real time. Its MCP Studio lets teams build task-specific, governed MCP servers conversationally, while the Helix Context Layer grounds every agent interaction in an enterprise's systems, data, schemas, documentation, and business logic. Nexla processes more than 10 trillion records and actions annually (over 1 trillion monthly) and is SOC 2 Type II, HIPAA, and GDPR compliant. Trusted by industry innovators like Autodesk, DoorDash, Instacart, Johnson & Johnson, LinkedIn, and LiveRamp. Try our AI Data Engineer at https://express.dev Increase the impact of your data engineering team ✅ Ship production-ready custom GenAI applications, faster ✅ Free engineering capacity for AI innovation, not pipeline upkeep ✅ Automate data validation, quality monitoring & alerts, no manual fixes ✅ Empower every user with Pro/Low/No-code collaboration ✅ Eliminate costly replication & reduce storage bills Go beyond one integration pattern, invest in architecture built for AI ✅ Agentic data integration with AI-built pipelines & governed MCP servers ✅ RAG-ready, alongside ELT, ETL, API/API proxy patterns ✅ Bi-directional connectors, out of the box & on demand ✅ Any processing speed, streaming, real-time, batch ✅ Any data type, unstructured, structured, semi-structured ✅ Full data lineage, search & tagging for auditability ✅ Metadata-driven architecture built to scale with AI workloads 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: 8.2/10)

Who Is the Company Behind Nexla?

  • Seller: Nexla
  • Company Website:
  • Year Founded: 2016
  • HQ Location: San Mateo, California
  • Twitter: @NexlaInc
    944 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    71 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 love the ease of use of Nexla, praising its user-friendly interface and seamless integration capabilities.
  • Users value the effortless automation in Nexla, enabling streamlined workflows and efficient data management across teams.
  • Users value the user-friendly interface of Nexla, enabling effortless management of complex data pipelines and automated flows.
  • Users praise the easy integration of Nexla, enhancing accessibility and streamlining connections across various data sources.
  • Users value the time-saving capabilities of Nexla, significantly reducing manual effort in data integration.
Cons
  • Users find the learning difficulty of Nexla challenging, particularly due to its complex features and insufficient documentation.
  • Users find the difficult learning curve of Nexla challenging, especially when navigating complex features and setup.
  • Users find the learning curve steep, especially with complex features requiring prior knowledge and better documentation.
  • Users report slow performance with UI and searches, especially during large data processing and multiple flows.
  • Users find the poor documentation of Nexla limits their understanding of advanced features and complex configurations.

What Are Recent G2 Reviews of Nexla?

What Are G2 Users Discussing About Nexla?

Ab Initio

The Ab Initio Data Platform leverages agentic AI and semantic knowledge to automate data management activities such as data integration, data governance, and data product delivery at enterprise scale. 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. Ab Initio provides 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 and cost. Because logic and execution are portable, workflows can move between data centers and clouds without modification or revalidation. All product development occurs in-house to maintain long-term engineering continuity and design integrity. The company offers extensive implementation expertise, product support and consulting services. Every process, rule, and transformation is defined, versioned, and linked to its business context through metadata. This makes the software particularly appealing to organizations in highly regulated industries. Ab Initio’s customers span banking, insurance, telecommunications, healthcare, logistics, manufacturing, and government. Across these domains, Ab Initio powers systems that process financial transactions, manage telecom billing, coordinate supply chains, monitor global networks, and more. The company has offices and operations all over the world. #FromFirstPrinciples #AbInitio

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: 8.2/10)

Who Is the Company Behind Ab Initio?

  • Seller: Ab Initio
  • Year Founded: 1995
  • HQ Location: United States
  • LinkedIn® Page: www.linkedin.com
    966 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?

Qlik Replicate

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: 94

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: 8.2/10)

Who Is the Company Behind Qlik Replicate?

  • Seller: Qlik
  • Year Founded: 1993
  • HQ Location: Radnor, PA
  • Twitter: @qlik
    64,130 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4,399 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 appreciate the robust functionality and user-friendly interface of Qlik Replicate, enhancing data replication efficiency and simplicity.
  • Users value the wide database support of Qlik Replicate, enhancing data import efficiency and consistency.
  • Users value the easy integrations of Qlik Replicate, enabling seamless connectivity across diverse systems and platforms.
  • Users appreciate the scalability of Qlik Replicate, allowing effortless replication of millions of data efficiently.
  • Users highlight the automation capabilities of Qlik Replicate, making it a top choice for data management.
Cons
  • Users find the complex setup of Qlik Replicate time-consuming, requiring significant effort to learn and configure.
  • Users find the learning difficulty of Qlik Replicate challenging due to its complex configuration and setup requirements.
  • Users find the difficult setup of Qlik Replicate time-consuming due to its extensive system and environment requirements.
  • Users find Qlik Replicate to be expensive, noting high costs and time-consuming setup and learning processes.
  • 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?

What Are G2 Users Discussing About Qlik Replicate?

timextender

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: 8.2/10)

Who Is the Company Behind timextender?

  • Seller: timextender
  • Company Website:
  • Year Founded: 2006
  • HQ Location: Aarhus, DK
  • Twitter: @timextender
    17,630 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    90 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, 33% Small

What Do G2 Reviewers Say About timextender?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use in Timextender's drag-and-drop interface makes data management efficient and accessible.
  • Users praise the responsive customer support of TimeXtender, enhancing their overall experience and satisfaction.
  • Users value the automation features of TimeXtender, streamlining data integration and enhancing development efficiency.
  • Users appreciate the user-friendly interface of TimeXtender, making it easy to get started and focus on design.
  • Users appreciate the time-saving capabilities of TimeXtender, enhancing workflow efficiency and simplifying data management.
Cons
  • Users experience limitations in functionality with TimeXtender, struggling with offline issues and lack of features for collaboration.
  • Users face a steep learning curve with Data Management in TimeXtender, finding it complex and limited in functionality.
  • Users face challenges due to poor documentation, making it difficult to navigate and fully utilize TimeXtender.
  • Users face a steep learning curve with TimeXtender, struggling with complex features and limited coding assistance.
  • Users experience unexpected behavior and connectivity issues with TimeXtender, complicating data handling and project deployment.

What Are Recent G2 Reviews of timextender?

What Are G2 Users Discussing About timextender?

Keboola

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: 8.2/10)

Who Is the Company Behind Keboola?

  • Seller: Keboola
  • Year Founded: 2008
  • HQ Location: Prague
  • Twitter: @keboola
    2,004 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    92 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 appreciate the ease of use of Keboola, enjoying its intuitive interface and efficient data connection setup.
  • Users appreciate Keboola's wide variety of connectors, intuitive interface, and powerful automation features for data integration.
  • Users value Keboola's wide range of data connections and intuitive interface, enhancing their data management experience.
  • Users value the seamless integrations in Keboola, enhancing data workflows and orchestration with minimal limitations.
  • Users praise Keboola's responsive and helpful customer support, enhancing their overall experience with the platform.
Cons
  • Users struggle with the steep learning curve of Keboola, finding the setup of services and training insufficient.
  • Users find Keboola's interface complex and confusing, especially when managing large projects and navigating components.
  • Users find a steep learning curve with Keboola, especially due to fragmented setups and challenging training materials.
  • Users find data type management complicated, needing more guidance on transformation errors and advanced monitoring capabilities.
  • Users find the UX improvement necessary due to a complicated interface and messy data management with flows.

What Are Recent G2 Reviews of Keboola?

What Are G2 Users Discussing About Keboola?

Integrate.io

Integrate.io is a low-code data pipeline platform specializing in Operational ETL so companies can automate business processes and manual data preparation. Its four core use cases focus on: 1) File data preparation and B2B data sharing 2) Preparing and loading data to CRMs and ERPs such as Salesforce, NetSuite, and HubSpot 3) Powering data products with real-time database replication 4) Transforming and centralizing data to data warehouse for analytics

Average Rating: 4.4/5.0

Total Reviews: 212

How Do G2 Users Rate Integrate.io?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 9.1/10)
  • Automation: 9.1/10 (Category avg: 9.0/10)
  • Scalability: 8.3/10 (Category avg: 8.7/10)
  • Auditing: 7.8/10 (Category avg: 8.2/10)

Who Is the Company Behind Integrate.io?

  • Seller: Integrate.io
  • Year Founded: 2012
  • HQ Location: San Francisco, CA
  • Twitter: @Integrateio
    4,285 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Engineer, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 51% Medium, 32% Small

What Do G2 Reviewers Say About Integrate.io?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Integrate.io, benefiting from its intuitive interface and fast workflow design.
  • Users praise the exceptional customer support of Integrate.io for its quick responses and knowledgeable assistance.
  • Users value the easy integrations with diverse data sources, simplifying their data workflow and enhancing productivity.
  • Users value the comprehensive connectors and intuitive UI of Integrate.io, enhancing data integration and workflow efficiency.
  • Users value the automation features of Integrate.io, which enhance workflow efficiency and streamline data processes.
Cons
  • Users note a learning difficulty with advanced features, requiring extra documentation and tutorials for effective use.
  • Users feel that poor documentation hinders their ability to fully utilize Integrate.io's features and APIs effectively.
  • Users point out the limited integrations with external sources, hindering seamless connectivity and customization options.
  • Users struggle with poor API documentation, hindering their ability to effectively integrate and utilize the platform's features.
  • Users note the lack of comprehensive API documentation, making integration challenging and limiting development flexibility.

What Are Recent G2 Reviews of Integrate.io?

What Are G2 Users Discussing About Integrate.io?

TapClicks

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
  • Company Website:
  • Year Founded: 2015
  • HQ Location: San Jose, CA
  • Twitter: @TapClicks
    773 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    131 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 find TapClicks to be extremely easy to use, efficiently consolidating marketing data and improving reporting capabilities.
  • Users value the powerful analytics of TapClicks, enabling deeper insights and enhanced decision-making across marketing operations.
  • Users value the automation capabilities of TapClicks, enhancing efficiency and enabling focus on strategic marketing tasks.
  • Users value the comprehensive data integration capabilities of TapClicks, enhancing insights and optimizing marketing strategies.
  • Users value the streamlined data management of TapClicks, enhancing insights and optimizing marketing strategies effectively.
Cons
  • Users often experience connection issues, leading to data discrepancies and less than ideal customer service responses from TapClicks.
  • Users often struggle with data inconsistency, encountering discrepancies and experiencing unhelpful customer service responses.
  • Users find the data management issues in TapClicks, especially during setup and syncing, quite frustrating and non-intuitive.
  • Users find the difficult setup of TapClicks overwhelming, affecting the initial experience and data syncing process.
  • Users encounter lack of information from TapClicks support, leading to unresolved data connection issues and discrepancies.

What Are Recent G2 Reviews of TapClicks?

What Are G2 Users Discussing About TapClicks?

Prophecy

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: 8.2/10)

Who Is the Company Behind Prophecy?

  • Seller: Prophecy
  • Year Founded: 2017
  • HQ Location: Palo Alto, CA
  • Twitter: @Prophecy_io
    370 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    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 value the high-quality code generation of Prophecy, enhancing productivity and simplifying data pipeline design.
  • Users value the exceptional customer support from Prophecy, appreciating timely assistance and knowledgeable staff for technical issues.
  • Users commend Prophecy for its powerful data pipeline features, enhancing productivity and simplifying complex ETL processes.
  • Users benefit from the automation in Prophecy, simplifying pipeline design and enhancing collaboration throughout the process.
  • Users appreciate the easy integrations of Prophecy, which streamline connections between various sources and destinations effortlessly.
Cons
  • Users feel the limited features hinder the tool's effectiveness, particularly for complex data scenarios and slow performance.
  • Users find the query issues challenging, especially with dataset connections and complex syntax, needing improved error handling.
  • Users report support issues with slow interface and missing features, though the team is responsive and helpful.
  • Users face a learning curve with Prophecy, as proficiency in the tool may take time and effort.
  • Users find limited access to certain data sources and serverless spark clusters, impacting their overall experience with Prophecy.

What Are Recent G2 Reviews of Prophecy?

StarfishETL

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: 8.2/10)

Who Is the Company Behind StarfishETL?

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?

What Are G2 Users Discussing About StarfishETL?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated