# Best ETL Tools - Page 4 *By [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi)* ETL (extract, transform, and load) tools transfer data between databases and external systems, supporting data replication, warehousing, analytics, data cleansing, and structuring, and increasingly support ELT workflows where transformation occurs within the target system rather than before loading. ### Core Capabilities of ETL Tools To qualify for inclusion in the ETL category, a product must: - Facilitate extract, transform, and load processes - Transform data for quality or visualization - Audit or record integration data - Archive data for backup, future reference, or analysis ### Common Use Cases for ETL Tools Data engineering and analytics teams use ETL tools to move and prepare data for reporting, analysis, and business intelligence. Common use cases include: - Replicating data from source systems into [data warehouses](https://www.g2.com/categories/data-warehouse) for centralized analytics - Cleansing and transforming raw data into structured, queryable formats - Building visual data workflows to automate recurring data transfer and integration processes ### How ETL Tools Differ from Other Tools ETL tools pre-process and transform data before loading it into the target system, distinguishing them from ELT approaches where the target system handles transformation after loading. While [data integration tools](https://www.g2.com/categories/data-integration-tools) cover a broader range of connectivity scenarios, ETL tools focus specifically on structured data movement pipelines with built-in transformation, auditing, and archiving capabilities. ### Insights from G2 on ETL Tools Based on category trends on G2, visual workflow builders and pre-built connectors stand out as standout features. These platforms deliver reductions in manual data preparation time and improved data quality as core benefits of ETL adoption. ## How Many ETL Tools Products Does G2 Track? **Total Products under this Category:** 247 ## How Does G2 Rank ETL Tools Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 17,900+ Authentic Reviews - 247+ 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. ## Top ETL Tools at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Databricks](https://www.g2.com/products/databricks/reviews) | 4.6/5.0 (740 reviews) | Unified lakehouse pipelines with governance and ML workflows | "[Perfect for Cross-team Collaboration and Intensive Data Applications](https://www.g2.com/survey_responses/databricks-review-12745626)" | | 2 | [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews) | 4.5/5.0 (1,157 reviews) | Serverless analytics on large cloud datasets | "[Fast, Scalable, and Fully Managed BigQuery for Large-Scale Data Processing](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12611816)" | | 3 | [Celigo](https://www.g2.com/products/celigo/reviews) | 4.6/5.0 (1,018 reviews) | NetSuite-centered app integration and sync | "[Celigo, a greta integrator with a University Lab inside it.](https://www.g2.com/survey_responses/celigo-review-10532295)" | | 4 | [IBM watsonx.data](https://www.g2.com/products/ibm-watsonx-data/reviews) | 4.4/5.0 (157 reviews) | Lakehouse querying across object storage | "[Efficient and Scalable Lakehouse Platform for Modern Data Analytics](https://www.g2.com/survey_responses/ibm-watsonx-data-review-12677827)" | | 5 | [FME Platform](https://www.g2.com/products/fme-platform/reviews) | 4.6/5.0 (112 reviews) | Geospatial and multi-format data transformation | "[Accessible Training Platform with Flexible, Powerful Data Transformation](https://www.g2.com/survey_responses/fme-platform-review-12785645)" | | 6 | [Fivetran](https://www.g2.com/products/fivetran/reviews) | 4.3/5.0 (776 reviews) | Managed connector-based data ingestion | "[Effortless Data Integration with Wide Connectivity](https://www.g2.com/survey_responses/fivetran-review-12701875)" | | 7 | [Workato](https://www.g2.com/products/workato/reviews) | 4.7/5.0 (726 reviews) | Low-code workflow automation across SaaS apps | "[Seamless Integration, Effortless Automation](https://www.g2.com/survey_responses/workato-review-12193616)" | | 8 | [Domo](https://www.g2.com/products/domo/reviews) | 4.3/5.0 (987 reviews) | Self-service ETL feeding business dashboards | "[All-in-One Platform for Real-Time Analytics and Dashboards](https://www.g2.com/survey_responses/domo-review-12676104)" | | 9 | [SnapLogic Intelligent Integration Platform (IIP)](https://www.g2.com/products/snaplogic-intelligent-integration-platform-iip/reviews) | 4.4/5.0 (370 reviews) | Visual enterprise integration across complex systems | "[Improved Data Connectivity with Room for Stability Enhancements](https://www.g2.com/survey_responses/snaplogic-intelligent-integration-platform-iip-review-12375834)" | | 10 | [Skyvia](https://www.g2.com/products/skyvia/reviews) | 4.8/5.0 (317 reviews) | No-code CRM sync, backup, and scheduled ETL | "[Helpful tool for ops teams that don’t want to depend on engineering](https://www.g2.com/survey_responses/skyvia-review-12807226)" | ## Which ETL Tools Is Best for Your Use Case? - **Leader:** [Databricks](https://www.g2.com/products/databricks/reviews) - **Highest Performer:** [Skyvia](https://www.g2.com/products/skyvia/reviews) - **Easiest to Use:** [Skyvia](https://www.g2.com/products/skyvia/reviews) - **Top Trending:** [Peliqan](https://www.g2.com/products/peliqan/reviews) - **Best Free Software:** [Fivetran](https://www.g2.com/products/fivetran/reviews) ## Which Type of ETL Tools Tools Are You Looking For? - [ETL Tools](https://www.g2.com/categories/etl-tools) *(current)* - [iPaaS Software](https://www.g2.com/categories/ipaas) - [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) - [Data Extraction Tools](https://www.g2.com/categories/data-extraction-tools) --- **Sponsored** ### CData Sync Unlike volume-based tools with unpredictable pricing, CData Sync offers a single platform for ETL and reverse ETL, with full deployment flexibility and fixed, scalable pricing—so your costs don’t balloon as your data grows. Connect to 250+ enterprise data sources, including: • Salesforce, Microsoft Dynamics, and SAP • SharePoint, NetSuite, Workday, and QuickBooks • ServiceNow, Xero, Sage Intacct, HubSpot, Marketo, Oracle • …and many more Replicate that data into your preferred destinations, such as: • Snowflake, Databricks, SQL Server, Redshift, OneLake, and others Deploy it your way—on-premises, in your own cloud, or in a private-cloud SaaS model. Getting started is simple: 1. Log in 2. Select your source tables 3.Set your sync interval CData Sync handles the rest, using efficient incremental updates that minimize load on your operational systems. The platform includes: • Point-and-click ETL/ELT/reverse ETL • Change Data Capture (CDC) with no elevated database permissions • Complete data control and custom SQL transformations • dbt integration CData Sync centralizes your automated data flows, giving you full control, faster delivery, and the freedom to scale without hidden fees. Download a 30-day free trial of CData Sync or learn more at: www.cdata.com/sync [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1181&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=124922&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%3Fpage%3D4&secure%5Btoken%5D=94c16a2238754ad691f9f80ec938f81a8e0cc20a3625e2795781863387dfa636&secure%5Burl%5D=https%3A%2F%2Fwww.cdata.com%2Fsync%2F%3Futm_source%3Dg2%26utm_medium%3Dsponsored-link%26utm_campaign%3Dsync-clicks-etl-tools&secure%5Burl_type%5D=custom_url) --- ## Buyer Guide: Key Questions for Choosing ETL Tools Software ### What do ETL tools do? When I explain ETL tools, I frame them as systems that help businesses move and prepare data across applications, databases, files, APIs, and cloud platforms. These platforms bring extraction, transformation, mapping, syncing, and loading into one workflow, so teams can support reporting, automation, analytics, and operations with cleaner data. Instead of moving data manually or building every connection from scratch, teams can create more reliable data flows with less integration effort. ### Why do businesses use ETL tools? From the G2 reviewer patterns I evaluated, businesses use ETL tools because disconnected systems create repetitive work, data gaps, and slow reporting. Users often mention the need to connect ERP, CRM, e-commerce, warehouse, finance, and analytics environments without manual exports. Common benefits include: - Less manual data entry and fewer spreadsheet workarounds. - Faster data movement between applications and reporting tools. - More reliable syncs across operations, finance, sales, and customer systems. - Clearer automation for repeatable workflows. - Better support for analytics, dashboards, and decisions. ### Who uses ETL tools primarily? After I evaluated G2 reviewer roles and job context, I found that ETL tools serve technical and business-facing teams: - **Administrators** manage integrations, monitor flows, and keep systems aligned. - **Data and analytics teams** prepare datasets, pipelines, warehouses, and reports. - **IT teams** connect applications, APIs, and cloud platforms. - **Operations teams** reduce manual order, inventory, finance, and customer work. - **Consultants** build integrations for client environments. ### What types of ETL tools should I consider? From the review themes I evaluated, buyers should compare several tool types: - **Application integration platforms** for business app connections and workflow automation. - **Data pipeline and warehouse tools** for scale, transformation logic, and analytics readiness. - **Low-code integration tools** for faster setup and visual flow design. - **Developer-oriented platforms** for APIs, custom logic, and complex environments. - **Cloud data platforms** for processing, governance, and analytics use cases. - **Specialized connector tools** when common systems must sync quickly. ### What are the core features to look for in ETL tools? When I break down G2 reviews for this category, I look closely at the themes users repeatedly mention: - Prebuilt connectors for common business systems that help reduce integration build time. - API support for custom integrations that help teams connect systems beyond native connector coverage. - Mapping and transformation controls that help teams clean, shape, and prepare data without relying on custom code for every change. - Workflow automation and scheduling that help pipelines run reliably on a repeatable cadence. - Monitoring, alerts, and error handling that help teams catch pipeline issues before they affect reporting, analytics, or downstream systems. - Clear setup and admin controls that help reduce dependency on specialized engineering resources. - Documentation and support resources that help teams onboard faster and troubleshoot integration issues. - Scalability for larger data volumes and complex pipeline architectures that help the platform support growing data needs over time. ### What trends are shaping ETL tools right now? Based on the reviewer sentiment I evaluated, several patterns stood out: - **Setup simplicity is advancing** without sacrificing depth or configurability. - **Low-code development** is shortening pipeline build times for non-engineering teams. - **Cloud-first architecture** is becoming the default as on-premise needs narrow to regulated use cases. - **AI-assisted workflow logic** is raising the bar for what teams expect from automation. - **Data quality and observability** are maturing into core pipeline requirements rather than afterthoughts. - **Cross-system integration coverage** is expanding as analytics, ERP, e-commerce, and finance ecosystems converge. ### How should I choose ETL tools? For me, the strongest ETL tools match your data sources, team depth, and maintenance needs. The G2 feedback I evaluated points to a clear decision path: prioritize connector fit, setup effort, transformation control, monitoring quality, support, and scale. If reviewers praise usability yet also cite learning curve, documentation, or pricing concerns, test onboarding and long-term administration before you commit. --- ## What Are the Top-Rated ETL Tools Products in 2026? ### 1. [StarfishETL](https://www.g2.com/products/starfishetl/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 75 **Product Description:** 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. #### What Are Recent G2 Reviews of StarfishETL? **"[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) --- **"[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) --- #### What Are G2 Users Discussing About StarfishETL? - [What is StarfishETL used for?](https://www.g2.com/discussions/what-is-starfishetl-used-for) ### 2. [Venn Technology](https://www.g2.com/products/venn-technology-venn-technology/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 21 **Product Description:** Venn Technology is an award-winning professional services firm specializing in integrating accounting, ERP, and CRM solutions for midsize organizations. Our software integrations are designed to put an end to siloed processes—saving clients time and money by eliminating error-prone, time-robbing manual operations that cause continual frustration and put organizations at risk. Our mission: Integrate. Automate. Be free! ### What Do G2 Reviewers Say About Venn Technology? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **exceptional customer support** from Venn Technology, highlighting their professionalism, responsiveness, and thoroughness throughout projects. - Users value the **reliability** of Venn Technology, consistently delivering projects on time and exceeding expectations. - Users highlight Venn Technology's **professional and attentive team** that delivers innovative solutions exceeding expectations. - Users commend Venn Technology for their **automation capabilities** , streamlining processes and ensuring smooth integrations. - Users value Venn Technology for its **efficient code generation** , consistently delivering projects on time and meeting expectations. **Cons:** - Users report **poor customer support** due to long ticket wait times, though escalation processes are handled effectively. #### What Are Recent G2 Reviews of Venn Technology? **"[Confident in what is provided](https://www.g2.com/survey_responses/venn-technology-review-11011343)"** **Rating:** 5.0/5.0 stars *— Barry P.* [Read full review](https://www.g2.com/survey_responses/venn-technology-review-11011343) --- **"[Partnering with Venn was one of our best decisions..](https://www.g2.com/survey_responses/venn-technology-review-10397396)"** **Rating:** 5.0/5.0 stars *— Verified User in Government Relations* [Read full review](https://www.g2.com/survey_responses/venn-technology-review-10397396) --- ### 3. [Saras Daton](https://www.g2.com/products/saras-daton/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 37 **Product Description:** Saras Daton is a no-code, cloud-based, enterprise-grade ELT platform built for fast-growing eCommerce and omnichannel brands. With 200+ pre-built connectors, Daton enables seamless and automated data consolidation from tools across your entire ecommerce tech stack, including platforms like Shopify, Amazon, Zendesk, TikTok Ads, Klaviyo, and more, directly into your preferred cloud data warehouse. Built to scale, Daton is trusted by 100+ businesses to handle growing data volumes and complexity, delivering structured and reliable data that empowers teams. Key Features: No-Code Interface: Set up data pipelines without writing a single line of code. Real-Time Sync: Ensure up-to-date data for accurate reporting and analysis. Data Repair Mechanisms: Automatically resolve common data issues like SKU mismatches and duplicate orders. Scalability: Handle expanding data needs with ease as your operations grow. Security: Enterprise-grade encryption and compliance standards to protect your data. ### What Do G2 Reviewers Say About Saras Daton? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **exceptional customer support** of Daton, noting its promptness and depth of knowledge for assistance. - Users value the **extensive and user-friendly connectors** of Daton, appreciating seamless integration and exceptional support. - Users enjoy the **ease of use** of Daton, finding setup straightforward and integration seamless and user-friendly. - Users admire the **easy integrations** offered by Daton, appreciating the seamless setup and user-friendly experience. - Users highlight the **seamless data integration** of Saras Daton, enhancing analysis and collaboration effortlessly. **Cons:** - Users note the **excessive number of dashboards** , which complicates their experience and reduces overall usability. - Users experience **integration issues** with Adobe Experience Manager and Amazon Marketing Cloud, hindering their data workflow efficiency. - Users find the **lack of integrations** with key tools like AEM and Amazon Marketing Cloud limiting their data workflows. - Users find the **limited connectors** of Saras Daton to be a challenge, complicating integrations and workflows. - Users experience **data inaccuracy** with Saras Daton, which arises when utilizing the provided data. #### What Are Recent G2 Reviews of Saras Daton? **"[Essential Tool for Seamless Amazon Data Management](https://www.g2.com/survey_responses/saras-daton-review-11771290)"** **Rating:** 4.0/5.0 stars *— Mark S.* [Read full review](https://www.g2.com/survey_responses/saras-daton-review-11771290) --- **"[Smart, Simple, and Reliable Analytics](https://www.g2.com/survey_responses/saras-daton-review-11741014)"** **Rating:** 4.5/5.0 stars *— Emma I.* [Read full review](https://www.g2.com/survey_responses/saras-daton-review-11741014) --- #### What Are G2 Users Discussing About Saras Daton? - [What is Daton used for?](https://www.g2.com/discussions/what-is-daton-used-for) ### 4. [ClicData](https://www.g2.com/products/clicdata/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 35 **Product Description:** ClicData is a cloud-based modern data platform that combines features across several categories, including Business Intelligence (BI), Data Analytics, ETL (Extract, Transform, Load), Data Warehousing, Embedded Analytics, and Data Management. It is designed to support organizations in building and maintaining complete data workflows in a single environment. The platform offers tools that enable customers to work across the entire data lifecycle, from data ingestion to transformation and visualization. It can be used by technical teams, such as data engineers and analysts, as well as by operational and business users who need reliable access to structured, consistent, and timely data. ClicData supports a range of use cases by allowing users to: • Connect to a wide range of data sources including databases, cloud applications, and flat files • Store data using an integrated data warehouse and data lake structure • Cleanse and transform data with built-in ETL tools using either no-code interfaces or SQL • Visualize data through dashboards and reports that can be shared internally or externally • Automate data updates, alerts, and report delivery through scheduling and workflow tools • Embed dashboards into third-party platforms or client-facing applications • Extend analysis with support for Python scripts for statistical or machine learning use cases ClicData is used by organizations in various industries including retail, healthcare, media, manufacturing, and public services. Its flexibility makes it applicable to both centralized data teams and smaller operational groups managing their own analytics needs. By bringing together multiple data capabilities into one platform, ClicData allows teams to reduce reliance on multiple disconnected tools and streamline how they manage and use data across their organization. #### What Are Recent G2 Reviews of ClicData? **"[Quick and simple solution to implement with a responsive and efficient helpdesk team](https://www.g2.com/survey_responses/clicdata-review-11445571)"** **Rating:** 4.5/5.0 stars *— Verified User in Restaurants* [Read full review](https://www.g2.com/survey_responses/clicdata-review-11445571) --- **"[A good analytics tool, but has quite the learning curve.](https://www.g2.com/survey_responses/clicdata-review-12508797)"** **Rating:** 4.0/5.0 stars *— Verified User in Religious Institutions* [Read full review](https://www.g2.com/survey_responses/clicdata-review-12508797) --- #### What Are G2 Users Discussing About ClicData? - [What are the benefits of business intelligence?](https://www.g2.com/discussions/clicdata-what-are-the-benefits-of-business-intelligence) - [How do I create a dashboard in ClicData?](https://www.g2.com/discussions/how-do-i-create-a-dashboard-in-clicdata) - 1 comment, 1 upvote - [Is ClicData free?](https://www.g2.com/discussions/is-clicdata-free) - 1 comment ### 5. [Supermetrics](https://www.g2.com/products/supermetrics/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 815 **Product Description:** Supermetrics is a marketing intelligence platform designed to help users connect, extract, and analyze data from a wide array of marketing and sales platforms. Founded in 2010 and headquartered in Helsinki, Finland, Supermetrics aims to simplify the process of data management for businesses, allowing them to focus on strategic growth and innovation rather than getting bogged down by complex data extraction processes. Targeted primarily at marketers, analysts, and business intelligence professionals, Supermetrics serves a diverse audience ranging from small startups to large enterprises. Its capabilities are particularly beneficial for organizations that rely on multiple data sources, such as Google Analytics, Facebook Ads, and HubSpot, enabling them to consolidate their data into preferred destinations like spreadsheets or data warehouses. This functionality is essential for teams that need to generate reports quickly and efficiently, ensuring that insights are readily available for informed decision-making. One of the key features of Supermetrics is its ability to connect with over 150 different marketing and sales platforms, allowing users to pull data seamlessly without the need for extensive technical knowledge. This integration capability not only saves time but also reduces the potential for errors that can occur during manual data entry. Users can automate their reporting processes, which enhances productivity and allows teams to allocate more resources towards analysis and strategy rather than data collection. Additionally, Supermetrics stands out in the realm of marketing analytics through its user-friendly interface and robust support resources. The platform offers a range of templates and pre-built reports that cater to various marketing needs, making it easier for users to visualize their data and derive actionable insights. The platform is trusted by over 200,000 organizations globally, including prominent brands like Nestlé, Warner Bros, and Dyson, which underscores its reliability and effectiveness in the marketing intelligence space. By providing a comprehensive solution for data extraction and analysis, Supermetrics empowers businesses to harness the full potential of their data. Its recognition as one of G2’s Top 50 Best EMEA Software Companies for 2024 further highlights its commitment to innovation and excellence in marketing analytics, positioning it as a vital tool for any organization looking to enhance its data-driven decision-making capabilities. ### What Do G2 Reviewers Say About Supermetrics? *AI-generated summary from verified user reviews* **Pros:** - Users find **Supermetrics incredibly easy to use** , enabling quick performance insights from multiple marketing data sources effortlessly. - Users value the **extensive integrations** of Supermetrics, seamlessly connecting various data sources for efficient reporting. - Users praise the **excellent customer support** of Supermetrics, highlighting its quick responses and personal assistance. - Users enjoy the **easy integrations** with Supermetrics, enhancing workflow efficiency across multiple platforms seamlessly. - Users value the **time-saving automation** of Supermetrics, enhancing workflow efficiency with effortless data pulls and reporting. **Cons:** - Users find Supermetrics to be **expensive** , wishing for more flexible pricing options that suit their actual usage. - Users face **missing features** in Supermetrics, such as difficulties with product feeds and filters, affecting data accessibility. - Users highlight **data limitations** in Supermetrics, struggling with missing funnels, product feeds, and KPI restrictions. - Users find the **pricing issues** limiting, desiring more flexible subscription options and combined licenses for better value. - Users experience **limitations on data access** , facing difficulties with sources and feeling it’s expensive for the functionality offered. #### What Are Recent G2 Reviews of Supermetrics? **"[Makes My Data Studio Reports A Lot More Meaningful](https://www.g2.com/survey_responses/supermetrics-review-5397555)"** **Rating:** 5.0/5.0 stars *— Trevor I.* [Read full review](https://www.g2.com/survey_responses/supermetrics-review-5397555) --- **"[Efficient, Reliable Data Integration and Brilliant Reporting](https://www.g2.com/survey_responses/supermetrics-review-12588126)"** **Rating:** 4.5/5.0 stars *— Stefano P.* [Read full review](https://www.g2.com/survey_responses/supermetrics-review-12588126) --- #### What Are G2 Users Discussing About Supermetrics? - [What is Supermetrics used for?](https://www.g2.com/discussions/what-is-supermetrics-used-for) - 1 comment ### 6. [Windsor.ai](https://www.g2.com/products/windsor-ai/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 83 **Product Description:** Founded in Switzerland in 2017, Windsor.ai is a leading data integration (ETL) platform used by over 450,000 data professionals and global enterprises. We provide a secure, transparent, and automated data foundation that connects 325+ marketing and sales platforms to your preferred reporting tools and data warehouses. While other tools focus on basic data syncing, Windsor.ai offers "Swiss-engineered" precision: full SQL transparency, multi-touch attribution modeling, and enterprise-grade security. We eliminate data silos by streaming normalized data directly into Looker Studio, Power BI, Excel, Tableau, Snowflake, and BigQuery. Why Global Leaders Choose Windsor.ai Windsor.ai is the trusted data backbone for the world’s most regulated and demanding industries. Our platform is engineered to meet the strict compliance and scalability needs of financial institutions, automotive giants, and global agency networks. Trusted Customer Ecosystem: Financial Services & Insurance: UBS, AXA, BAC (Bank of America). Automotive & Manufacturing: Porsche AG, Whirlpool Corporation, Volvo. Consumer Goods & Retail: Unilever, Colgate-Palmolive, ASICS, The HEINEKEN Company, Cotton On Group. Media & Agency Networks: WPP, Omnicom Media Group, Publicis, Dentsu, Interpublic Group (IPG), PBS. Pharma, Energy & Utilities: Novo Nordisk, NextEra Energy. Non-Profit & Education: WWF, Syracuse University. Key Capabilities Broadest Connectivity: Native connectors for 325+ sources including Meta Ads, Google Ads, GA4, HubSpot, Salesforce, LinkedIn Ads, TikTok, Shopify, and Amazon—more than 2x the industry standard. Visualization Ready: Seamlessly integrates with Looker Studio, Power BI, and Tableau for instant, automated dashboards. Data Warehouse Native: Stream large-scale data to Google BigQuery, Snowflake, Azure SQL, and Databricks with zero maintenance. Transparent Pricing: All 325+ connectors are included in every plan. No hidden fees for "premium" data sources. The AI & Data Science Edge Windsor.ai is built for the future of data. Our platform provides the granular, high-fidelity schemas required to power AI Agents, LLMs, and advanced data science models. AI-Ready Data: Automates data normalization for Retrieval-Augmented Generation (RAG). MCP Integration: Features a native Model Context Protocol (MCP) server to connect your live data directly to Claude, ChatGPT, and Gemini. ### What Do G2 Reviewers Say About Windsor.ai? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Windsor.ai for seamless data integration and quick report creation. - Users love the **seamless integrations** of Windsor.ai, streamlining data from multiple sources for efficient reporting. - Users appreciate the **responsive customer support** of Windsor.ai, ensuring quick assistance whenever needed. - Users appreciate the **seamless connection of multiple marketing data sources** with Windsor.ai, enhancing their reporting efficiency. - Users appreciate the **easy integrations** of Windsor.ai, which streamline data management and enhance reporting efficiency. **Cons:** - Users find the **missing features** in Windsor.ai, such as limited knowledge base and KPIs, frustrating and limiting. - Users find Windsor.ai has a **steep learning curve** that can complicate initial setup and understanding of features. - Users note the **API limitations** that hinder flexibility and impact data freshness in day-to-day operations. - Users report **connector issues** affecting data freshness and ingestion, requiring faster resolution for a better experience. - Users find Windsor.ai to have a **difficult learning curve** , especially for those unfamiliar with data analytics tools. #### What Are Recent G2 Reviews of Windsor.ai? **"[Centralize and organize data with AI: great time savings and excellent support](https://www.g2.com/survey_responses/windsor-ai-review-12349236)"** **Rating:** 4.5/5.0 stars *— Alvaro I.* [Read full review](https://www.g2.com/survey_responses/windsor-ai-review-12349236) --- **"[A powerful solution for marketing data integration and reporting](https://www.g2.com/survey_responses/windsor-ai-review-12274031)"** **Rating:** 5.0/5.0 stars *— Cristian C.* [Read full review](https://www.g2.com/survey_responses/windsor-ai-review-12274031) --- #### What Are G2 Users Discussing About Windsor.ai? - [What is Windsor.ai used for?](https://www.g2.com/discussions/what-is-windsor-ai-used-for) - 1 comment ### 7. [Flowgear](https://www.g2.com/products/flowgear/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 130 **Product Description:** Connect Your Ecosystem in Minutes, Not Months. Stop letting complex integrations stall your growth. Flowgear provides a scalable integration platform to unify your Applications, Data, and APIs across cloud and on-premise environments. By combining an intuitive drag-and-drop visual designer with a massive library of prebuilt connectors, we empower both developers and business users to build enterprise-grade workflows instantly. From automating repetitive tasks to creating reusable data pipelines, Flowgear helps industry leaders eliminate operational friction and focus on what matters: productivity, profitability, and customer excellence. ### What Do G2 Reviewers Say About Flowgear? *AI-generated summary from verified user reviews* **Pros:** - Users value the **easy integrations** of Flowgear, enabling seamless connections and efficient management of complex workflows. - Users value the **easy automation** capabilities of Flowgear, praising its seamless integration and intuitive interface. - Users find Flowgear's **ease of use** and intuitive interface essential for effortless integration building and testing. - Users value the **strong integration capabilities** of Flowgear, enabling seamless connections across multiple systems effortlessly. - Users value the **easy connectivity** of Flowgear, which enhances integration efficiency through its intuitive connectors. **Cons:** - Users find the **difficult learning** curve challenging due to limited training materials and overwhelming options. - Users find the **learning curve steep** due to limited training materials and documentation, impacting user experience. - Users face a **learning difficulty** with Flowgear due to limited training resources and complex workflows. - Users find the **poor documentation** of Flowgear a significant hurdle, making learning and integration more challenging. - Users find the **expensive pricing model** limits access for many businesses that could benefit from Flowgear. #### What Are Recent G2 Reviews of Flowgear? **"[Intuitive Drag-and-Drop Integrations with Cost-Effective Salesforce Connectors](https://www.g2.com/survey_responses/flowgear-review-12699714)"** **Rating:** 4.5/5.0 stars *— Bayethe N.* [Read full review](https://www.g2.com/survey_responses/flowgear-review-12699714) --- **"[Reduces Coding Hassle and Makes API Tasks Easy](https://www.g2.com/survey_responses/flowgear-review-12500953)"** **Rating:** 4.5/5.0 stars *— Kgabo B.* [Read full review](https://www.g2.com/survey_responses/flowgear-review-12500953) --- #### What Are G2 Users Discussing About Flowgear? - [What is your primary use case for Flowgear, and how has it impacted your integration processes?](https://www.g2.com/discussions/what-is-your-primary-use-case-for-flowgear-and-how-has-it-impacted-your-integration-processes) - [What is Flowgear used for?](https://www.g2.com/discussions/what-is-flowgear-used-for) ### 8. [Omniscope Evo](https://www.g2.com/products/omniscope-evo/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 21 **Product Description:** Visokio builds Omniscope Evo, complete and extensible BI software for data processing, analytics and reporting. A smart experience on any device. Start from any data in any shape, load, blend, transform and explore it, extract insights through ML algorithms, then produce interactive reports and dashboards to share your findings. Omniscope is not only an all-in-one self-service BI tool with a responsive UX on all modern devices, but also a powerful and extensible platform: you can augment data workflows with Python / R scripts and enhance reports with any JS visualisation. Whether you’re a data manager, scientist or analyst, Omniscope is your complete solution: from data, through analytics to visualisation. 🧽 Data Prep, ETL: build workflows to load, stream, blend and transform any data. 🔍 Analytics: leverage machine learning, extract insights and perform visual exploration. 📊 Visualisation: design interactive reports, publish and share your results. 📜 Extensible: augment data pipelines with your Python / R scripts, enhance reports with any JS based visualisation. 🚀 Scalable: big data preparation and live query dashboards on SQL databases. 🤝 Collaboration: multi-user synchronised edits on workflows and dashboards. 🤖 Automation API: schedule parameterised data refresh & report updates, trigger tasks, alerts, edit & query data. 💐 Universal: a fresh and smart experience on any device: Windows, Mac, Linux, Android, iOS. 🏢 Deployment: on-premises or on your cloud. Built-in user permissions / OIDC / SSO 🎨 White-label: host branded data solutions and embedded analytics #### What Are Recent G2 Reviews of Omniscope Evo? **"[Strong ETL building tool with good dashboarding capabilities](https://www.g2.com/survey_responses/omniscope-evo-review-9711987)"** **Rating:** 5.0/5.0 stars *— Kay F.* [Read full review](https://www.g2.com/survey_responses/omniscope-evo-review-9711987) --- **"[The best ETL + Dataviz on the market right now](https://www.g2.com/survey_responses/omniscope-evo-review-4780627)"** **Rating:** 5.0/5.0 stars *— Alex O.* [Read full review](https://www.g2.com/survey_responses/omniscope-evo-review-4780627) --- #### What Are G2 Users Discussing About Omniscope Evo? - [What is Omniscope Evo used for?](https://www.g2.com/discussions/what-is-omniscope-evo-used-for) - 1 comment ### 9. [Alteryx Designer Cloud](https://www.g2.com/products/alteryx-alteryx-designer-cloud/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 151 **Product Description:** Designer Cloud powered by Trifacta is part of the Alteryx Analytics Cloud platform. Designer Cloud democratizes data analytics across the organization with an open and interactive cloud platform for anyone who works with data to collaboratively profile, prepare, and pipeline data for analytics and machine learning. Organizations can connect to any data source, across all major cloud data platforms, and integrate Alteryx Analytics Cloud seamlessly into the existing data stack. Designer Cloud provides an interactive, visual user experience with AI/ML-based suggestions to guide users through the exploration and transformation of any dataset. #### What Are Recent G2 Reviews of Alteryx Designer Cloud? **"[The Inovation is comming](https://www.g2.com/survey_responses/alteryx-designer-cloud-review-9632148)"** **Rating:** 4.0/5.0 stars *— Carlos Alexandre T.* [Read full review](https://www.g2.com/survey_responses/alteryx-designer-cloud-review-9632148) --- **"[Great way to trick people into learning relational algebra](https://www.g2.com/survey_responses/alteryx-designer-cloud-review-9652085)"** **Rating:** 4.5/5.0 stars *— Alexander D.* [Read full review](https://www.g2.com/survey_responses/alteryx-designer-cloud-review-9652085) --- #### What Are G2 Users Discussing About Alteryx Designer Cloud? - [What are data wrangling tools?](https://www.g2.com/discussions/what-are-data-wrangling-tools) - [Which of the following data sources does Trifacta Enterprise Support?](https://www.g2.com/discussions/which-of-the-following-data-sources-does-trifacta-enterprise-support) - [Is Trifacta an ETL tool?](https://www.g2.com/discussions/is-trifacta-an-etl-tool) - 1 comment ### 10. [Tray.ai](https://www.g2.com/products/tray-ai/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 153 **Product Description:** 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.™ ### 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 between systems like Shopify and LMS solutions. - Users love the **ease of use** of Tray.ai, finding the intuitive UI and workflow creation straightforward and efficient. - Users value the **seamless integrations** of Tray.ai, enabling efficient connectivity between diverse systems and APIs. - Users love the **incredible flexibility of automation** in Tray.ai, simplifying workflows and enhancing efficiency across tasks. - Users commend the **extensive connector options** in Tray.ai, enhancing integration with diverse platforms effortlessly. **Cons:** - Users report **missing features** such as improved version control and enhanced data visibility in Tray.ai workflows. - Users find the **complex pricing structure** challenging to navigate, especially with frequent changes and limited routing options. - Users find Tray.ai **expensive** and complicated, particularly with its changing pricing structure affecting planning and usage. - Users experience a **steep learning curve** when trying to understand the complex functionalities of Tray.ai. - Users report **poor documentation** that lacks detail and responsiveness, making it challenging to effectively utilize Tray.ai. #### What Are Recent G2 Reviews of Tray.ai? **"[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) --- **"[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) --- #### 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) ### 11. [Toric](https://www.g2.com/products/toric/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 11 **Product Description:** Toric is the no-code, all-in-one data workspace. Toric integrates with industry-leading software tools, desktop products, and APIs to give companies a single source of truth for their data. Using Toric, companies can combine design, project, and finance data in one place for real-time analysis, insights, and decision making. ### What Do G2 Reviewers Say About Toric? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Toric, enjoying hassle-free data collection and visualization without coding. - Users appreciate the **implementation ease** of Toric, enjoying seamless integration with various leading software and automation capabilities. - Users love the **easy integrations** of Toric, streamlining workflows and connecting various tools effortlessly. - Users love the **effortless automation** of Toric, enabling seamless data integration across multiple platforms without hassle. - Users highlight the **responsive customer support** of Toric, ensuring help with any questions or issues. **Cons:** - Users find the pricing of Toric to be **expensive** , yet some believe it's justified by its quality. - Users find the **lack of tutorials** frustrating, making it difficult to fully grasp the program's features. - Users find the **learning curve challenging** , wishing for clearer and more thorough documentation to aid their understanding. - Users note the **missing functionality** in Toric, particularly for complex data analysis, limiting its versatility. - Users report that some features have **bugs** , though most are resolved quickly within a few days. #### What Are Recent G2 Reviews of Toric? **"[AI](https://www.g2.com/survey_responses/toric-review-10289914)"** **Rating:** 5.0/5.0 stars *— Rahul S.* [Read full review](https://www.g2.com/survey_responses/toric-review-10289914) --- **"[An amazing tool with incredible integration](https://www.g2.com/survey_responses/toric-review-9887799)"** **Rating:** 4.0/5.0 stars *— Verified User in Law Practice* [Read full review](https://www.g2.com/survey_responses/toric-review-9887799) --- ### 12. [IBM Cloud Pak for Integration](https://www.g2.com/products/ibm-cloud-pak-for-integration/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 39 **Product Description:** IBM Cloud Pak for Integration is a set of capabilities to speed integration and scale automation, built for any hybrid cloud, within a single, unified experience. Unlock business data and assets as APIs, connect cloud and on-premise applications, reliably move data with enterprise messaging, deliver real-time event interactions, transfer data across any cloud and deploy and scale with cloud-native architecture and shared foundational services — all with end-to-end enterprise-grade security and encryption, making up the broadest set of integration capabilities available on the market today. #### What Are Recent G2 Reviews of IBM Cloud Pak for Integration? **"[My Experience with IBM Cloud Pak](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-9142050)"** **Rating:** 4.0/5.0 stars *— Aman Y.* [Read full review](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-9142050) --- **"[Great to work in IBM cloud](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-9145389)"** **Rating:** 4.0/5.0 stars *— ashish s.* [Read full review](https://www.g2.com/survey_responses/ibm-cloud-pak-for-integration-review-9145389) --- #### What Are G2 Users Discussing About IBM Cloud Pak for Integration? - [What are the 6 current cloud Paks offered by IBM?](https://www.g2.com/discussions/ibm-cloud-pak-for-integration-what-are-the-6-current-cloud-paks-offered-by-ibm) - [What are the deployment options in IBM cloud Pak for Integration?](https://www.g2.com/discussions/what-are-the-deployment-options-in-ibm-cloud-pak-for-integration) - [Which statement describes the IBM Cloud Pak for Integration?](https://www.g2.com/discussions/which-statement-describes-the-ibm-cloud-pak-for-integration) ### 13. [IBM DataStage](https://www.g2.com/products/ibm-datastage/reviews) **Average Rating:** 4.0/5.0 **Total Reviews:** 62 **Product Description:** 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 ### What Do G2 Reviewers Say About IBM DataStage? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **customization capabilities** of IBM DataStage, allowing tailored solutions for diverse data processing needs. - Users value the **high-performance pipelining** of DataStage, enabling efficient processing of massive data volumes seamlessly. - Users value the **high-performance parallel processing** of DataStage, enabling efficient handling of massive data volumes. - Users appreciate the **ease of use** of IBM DataStage, benefiting from its intuitive drag-and-drop interface for ETL processes. - Users praise the **high-performance parallel processing** of IBM DataStage, enabling efficient handling of massive data volumes. **Cons:** - Users experience **complex processes** with IBM DataStage, facing a steep learning curve and challenging settings management. - Users often struggle with **dependency issues** due to the complex and proprietary nature of IBM DataStage's ecosystem. - Users often cite the **expensive pricing and complex licensing** of IBM DataStage as a major barrier for adoption. - Users often face a **lack of real-time data** in IBM DataStage, hindering their ability to implement modern data practices. - Users face a **steep learning curve** with IBM DataStage due to its complex settings and specialized expertise requirements. #### 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) ### 14. [DataChannel](https://www.g2.com/products/datachannel/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 36 **Product Description:** DataChannel is a unified no-code ETL & Reverse ETL platform with 120+ pre-built integrations that allow you to easily move data to and from any data source into a data warehouse of your choice within minutes. You can easily control what data you need to load and at what frequency meanwhile also retaining complete control over it. Enjoy complete freedom in choosing where your data resides and run downstream analytics on it all within your infrastructure. Aggregate & operationalize your data coming in from various source systems to derive actionable insights using DataChannel's transformation module. - 120+ pre-built integrations to SaaS applications, E-Commerce platforms & marketplaces, relational databases, cloud storages etc - A comprehensive platform for ETL, dbt Core & SQL transformations & Reverse ETL - Schedule and control your data pipelines without writing any code or scripts Build unique workspaces to manage multiple client accounts with role-based accessibility - Orchestrate end-to-end workflows using DataChannel’s drag-and-drop, intuitive interface. ### What Do G2 Reviewers Say About DataChannel? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **effectiveness in meeting diverse data needs** with DataChannel, enhancing their overall data management experience. - Users value the **advanced analytics** of DataChannel, enhancing data organization, visualization, and decision-making speed. - Users praise DataChannel for its **automation capabilities** , effectively streamlining data processes and enhancing decision-making. - Users value the **easy integration** with Shopify and other connectors, enhancing their data management experience. - Users value the **effective data integration** of DataChannel, enhancing analytics and accelerating decision-making across platforms. **Cons:** - Users desire **detailed error visibility** in DataChannel to better understand pipeline failures and improve troubleshooting. - Users find a lack of **insufficient information** regarding error reasons in DataChannel, impacting their troubleshooting efforts. - Users experienced occasional **performance issues** with DataChannel, though these were eventually resolved with time. - Users experienced **slow performance** during some transformation runs, although this issue was eventually resolved. #### What Are Recent G2 Reviews of DataChannel? **"[We are now able to focus on KPIs, and high-value tasks](https://www.g2.com/survey_responses/datachannel-review-10462699)"** **Rating:** 5.0/5.0 stars *— Isha B.* [Read full review](https://www.g2.com/survey_responses/datachannel-review-10462699) --- **"[Great product, excellent support !](https://www.g2.com/survey_responses/datachannel-review-10468280)"** **Rating:** 5.0/5.0 stars *— Akash S.* [Read full review](https://www.g2.com/survey_responses/datachannel-review-10468280) --- #### What Are G2 Users Discussing About DataChannel? - [What is DataChannel used for?](https://www.g2.com/discussions/what-is-datachannel-used-for) ### 15. [Datacoves](https://www.g2.com/products/datacoves/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 17 **Product Description:** Datacoves is an enterprise DataOps platform with managed dbt Core and Airflow for data transformation and orchestration. We offer VS Code in the browser for dbt development with the ability to include preferred VS Code extensions and Python libraries such as the official Snowflake Extension and Snowpark. You may also optionally use our managed Airbyte and Superset for a full end-to-end solution. ### What Do G2 Reviewers Say About Datacoves? *AI-generated summary from verified user reviews* **Pros:** - Users love the **API integration** in Datacoves, seamlessly enhancing their development experience with VS Code features. - Users commend the **openness to improvement** in Datacoves, appreciating the proactive customer support and communication. - Users value the **responsive customer support** that encourages feedback and potential improvements like future Grafana Dashboards. - Users value the **open customer support** that welcomes feedback and discusses future Dashboard developments. - Users value the **data centralization** that Datacoves offers, enhancing workflow efficiency through integration in VS Code. **Cons:** - Users experience **alert overload** , feeling overwhelmed by notifications due to the lack of effective monitoring dashboards. - Users feel the **lack of dashboard features** complicates monitoring and can overload customer support during failures. - Users experience **integration issues** , especially lacking dashboards like Grafana to monitor activity and prevent overloads. - Users express a **lack of information** regarding system activity, complicating troubleshooting and performance monitoring. - Users feel a **lack of visualization tools** hampers monitoring and troubleshooting within Datacoves, complicating support management. #### What Are Recent G2 Reviews of Datacoves? **"[Datacoves Simplifies Our Data Stack with a Smooth, Customizable Dev Experience](https://www.g2.com/survey_responses/datacoves-review-12582185)"** **Rating:** 5.0/5.0 stars *— Sung Hoon J.* [Read full review](https://www.g2.com/survey_responses/datacoves-review-12582185) --- **"[Efficient Onboarding with Stellar Support](https://www.g2.com/survey_responses/datacoves-review-12518219)"** **Rating:** 5.0/5.0 stars *— Bennie R.* [Read full review](https://www.g2.com/survey_responses/datacoves-review-12518219) --- ### 16. [Astera Data Pipeline Builder (Centerprise)](https://www.g2.com/products/astera-data-pipeline-builder-centerprise/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 31 **Product Description:** Astera Data Pipeline Builder (Centerprise) provides a no-code, scalable, high-performance, and affordable integration platform designed for technical and non-technical users to connect, transform, and move data from diverse sources to preferred destinations. With Astera's industrial strength ETL/ELT engine, 200+ transformations, and scheduling capabilities, users can build automated data pipelines in a matter of a few clicks. Users can also execute ETL and ELT data pipelines manually, schedule them for automated reruns, or orchestrate them as part of a larger data management process. Whether it's data extraction, transformation, cleansing, or loading, Astera Data Pipeline Builder excels at ensuring data accuracy and reliability. It offers comprehensive data validation capabilities, enabling users to enforce data quality and consistency. It is also a go-to solution for data migration, data warehousing, and business intelligence. #### What Are Recent G2 Reviews of Astera Data Pipeline Builder (Centerprise)? **"[Great experience working with Astera ETL tool and support team](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8938856)"** **Rating:** 4.5/5.0 stars *— Verified User in Broadcast Media* [Read full review](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8938856) --- **"[Astera Centerprise Data Integrator Review](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8851040)"** **Rating:** 4.0/5.0 stars *— Rahul S.* [Read full review](https://www.g2.com/survey_responses/astera-data-pipeline-builder-centerprise-review-8851040) --- ### 17. [Amazon Kinesis Data Firehose](https://www.g2.com/products/amazon-kinesis-data-firehose/reviews) **Average Rating:** 4.2/5.0 **Total Reviews:** 20 **Product Description:** Amazon Kinesis Data Firehose is the easiest way to reliably load real-time streams into data lakes, warehouses, and analytics services. Kinesis Data Firehose can capture, transform, and load streaming data into Amazon S3, Amazon Redshift, Amazon OpenSearch Service, and Splunk, enabling near real-time analytics with existing business intelligence tools and dashboards you’re already using today. It is a fully managed service that automatically scales to match the throughput of your data and requires no ongoing administration. It can also batch, compress, and encrypt the data before loading it, minimizing the amount of storage used at the destination and increasing security. #### What Are Recent G2 Reviews of Amazon Kinesis Data Firehose? **"[A Next Gen Infrastructure for Data Processing and Streaming](https://www.g2.com/survey_responses/amazon-kinesis-data-firehose-review-7748499)"** **Rating:** 4.5/5.0 stars *— SriVatsa V.* [Read full review](https://www.g2.com/survey_responses/amazon-kinesis-data-firehose-review-7748499) --- **"[Easy integration with other services](https://www.g2.com/survey_responses/amazon-kinesis-data-firehose-review-7878269)"** **Rating:** 4.0/5.0 stars *— Verified User in Design* [Read full review](https://www.g2.com/survey_responses/amazon-kinesis-data-firehose-review-7878269) --- ### 18. [AWS Database Migration Service](https://www.g2.com/products/aws-database-migration-service/reviews) **Average Rating:** 4.1/5.0 **Total Reviews:** 47 **Product Description:** 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. #### What Are Recent G2 Reviews of AWS Database Migration Service? **"[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) --- **"[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) --- #### 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) ### 19. [Cinchy](https://www.g2.com/products/cinchy-cinchy/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 19 **Product Description:** With the Cinchy Data Collaboration platform liberate data from applications and control and connect as data products in a network, eliminating the need for future data integration. Build a more agile data ecosystem that makes change simple, rapidly accelerates business outcomes, and fosters collaborative intelligence across your enterprise. With Cinchy, cure the pains of integration to deliver projects at half the cost and time, improve data governance with universal data access controls, and provide data access to business users for self-serve reporting and analytics. #### What Are Recent G2 Reviews of Cinchy? **"[Powerful tool - outstanding technology partner](https://www.g2.com/survey_responses/cinchy-review-8004644)"** **Rating:** 5.0/5.0 stars *— Peter F.* [Read full review](https://www.g2.com/survey_responses/cinchy-review-8004644) --- **"[Wonderful experience working with Cinchy team](https://www.g2.com/survey_responses/cinchy-review-8132727)"** **Rating:** 5.0/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/cinchy-review-8132727) --- #### What Are G2 Users Discussing About Cinchy? - [What is Cinchy used for?](https://www.g2.com/discussions/what-is-cinchy-used-for) ### 20. [Informatica Data Engineering](https://www.g2.com/products/informatica-data-engineering/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 27 **Product Description:** Informatica Data Engineering is a comprehensive suite of tools designed to empower data engineers in delivering clean, reliable, and accessible data for enterprise AI, machine learning, and analytics initiatives across hybrid and multi-cloud environments. By integrating seamlessly with platforms like Databricks, it facilitates efficient data discovery, ingestion, and processing at scale, leveraging serverless computing to optimize costs and performance. Key Features and Functionality: - Data Engineering Integration: Manages analytics and machine learning data pipelines with intelligent data ingestion and processing capabilities in hybrid, multi-cloud environments. - Data Engineering Streaming: Transforms high volumes of streaming and IoT data into contextualized insights, enabling real-time decision-making. - Data Engineering Quality: Ensures data governance across cloud and hybrid environments, maintaining data trustworthiness and relevance. - Data Engineering Masking: De-identifies sensitive data to minimize risk exposure in applications, business intelligence, AI, and analytics use cases. - Enterprise Data Catalog: Classifies and organizes data assets across various environments to ensure lineage and maximize data value and reuse. - Enterprise Data Preparation: Provides collaborative tools for data analysts and scientists to find, prepare, and ensure data quality for analysis and AI applications. - Mass Ingestion: Enables ingestion of data at scale from diverse sources, including streaming data, files, and databases, through an intuitive five-step wizard. Primary Value and User Solutions: Informatica Data Engineering addresses critical gaps in enterprise AI, machine learning, and analytics initiatives by providing a unified platform for end-to-end data management. It empowers data engineers to efficiently handle complex data workflows, ensuring that data scientists and analysts have access to high-quality, trusted data. This accelerates the development of AI models and analytics, leading to faster, more accurate business insights. The solution's scalability and integration capabilities support organizations in building resilient data architectures that drive informed decision-making and unlock the full potential of their data assets. ### What Do G2 Reviewers Say About Informatica Data Engineering? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation capabilities** of Informatica Data Engineering, streamlining data workflows and enhancing efficiency significantly. - Users value the **seamless cloud integration** of Informatica Data Engineering, enhancing efficiency in data workflows and processes. - Users value the **seamless connectivity** of Informatica Data Engineering, enhancing efficiency with various data sources effortlessly. - Users value the **seamless integration** of Informatica Data Engineering, enhancing efficiency and simplifying data workflows significantly. - Users value the **seamless integration** and user-friendly design of Informatica Data Engineering for efficient data workflows. **Cons:** - Users experience **performance issues** with Informatica Data Engineering, especially with complex mappings and larger data sets. - Users experience **slow data loading** with complex mappings, causing delays when processing larger data sets in Informatica Data Engineering. - Users experience **slow processing** with larger data sets in Informatica Data Engineering, impacting efficiency and performance. #### What Are Recent G2 Reviews of Informatica Data Engineering? **"[Seamless ETL and Big Data Integration](https://www.g2.com/survey_responses/informatica-data-engineering-review-12010822)"** **Rating:** 4.5/5.0 stars *— Srinivasreddy J.* [Read full review](https://www.g2.com/survey_responses/informatica-data-engineering-review-12010822) --- **"[Solution to most of your data needs](https://www.g2.com/survey_responses/informatica-data-engineering-review-7500079)"** **Rating:** 4.5/5.0 stars *— Manas T.* [Read full review](https://www.g2.com/survey_responses/informatica-data-engineering-review-7500079) --- #### What Are G2 Users Discussing About Informatica Data Engineering? - [Is Informatica a data integration tool?](https://www.g2.com/discussions/informatica-data-engineering-is-informatica-a-data-integration-tool) - [Is Informatica a data integration tool?](https://www.g2.com/discussions/is-informatica-a-data-integration-tool) - [What is Informatica Data preparation?](https://www.g2.com/discussions/informatica-data-engineering-what-is-informatica-data-preparation) ### 21. [enosix](https://www.g2.com/products/enosix/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 10 **Product Description:** enosix is an innovative provider of real-time integration solutions between SAP ERP and front-end systems of engagement (such as Salesforce). Our solutions are pre-built and require minimal coding, enabling companies to quickly realize value—in days instead of months. enosix unlocks data, business process, authorizations, and user permissions from SAP without recreating it from the front-end, and delivers the back-end translation in an easy-to-understand, real-time, and bi-directional integration. #### What Are Recent G2 Reviews of enosix? **"[Irreplaceable platform ](https://www.g2.com/survey_responses/enosix-review-1915732)"** **Rating:** 4.5/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/enosix-review-1915732) --- **"[SAP mobility easily and intuitively](https://www.g2.com/survey_responses/enosix-review-4356907)"** **Rating:** 4.5/5.0 stars *— Polly N.* [Read full review](https://www.g2.com/survey_responses/enosix-review-4356907) --- #### What Are G2 Users Discussing About enosix? - [What is enosix used for?](https://www.g2.com/discussions/what-is-enosix-used-for) ### 22. [Qlik Replicate](https://www.g2.com/products/qlik-replicate/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 95 **Product Description:** 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. ### What Do G2 Reviewers Say About Qlik Replicate? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **robust functionality** of Qlik Replicate, streamlining data replication with efficiency and ease of use. - Users appreciate the **wide database support** in Qlik Replicate, benefiting from efficient data import and validation. - Users value the **easy integrations** of Qlik Replicate, appreciating support for numerous source and target platforms. - Users highlight the **scalability** of Qlik Replicate, enabling efficient and effortless replication of large data volumes. - Users commend the **automation and scalability** of Qlik Replicate, making it a top choice in the data space. **Cons:** - Users face a **complex setup** process for Qlik Replicate, requiring significant time and effort to configure. - Users find the **learning difficulty** of Qlik Replicate challenging, requiring significant time and effort for effective use. - Users face a **difficult setup** process for Qlik Replicate, requiring significant time and effort to configure initially. - Users find the pricing of 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) ### 23. [Oracle Data Integrator](https://www.g2.com/products/oracle-data-integrator/reviews) **Average Rating:** 4.0/5.0 **Total Reviews:** 15 **Product Description:** 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 #### What Are Recent G2 Reviews of Oracle Data Integrator? **"[ODI- Very efficient and highly flexible](https://www.g2.com/survey_responses/oracle-data-integrator-review-5330676)"** **Rating:** 5.0/5.0 stars *— Amit N.* [Read full review](https://www.g2.com/survey_responses/oracle-data-integrator-review-5330676) --- **"[Powerful ELT Architecture and Reusable Knowledge Modules That Speed Development](https://www.g2.com/survey_responses/oracle-data-integrator-review-12579188)"** **Rating:** 4.0/5.0 stars *— Simone B.* [Read full review](https://www.g2.com/survey_responses/oracle-data-integrator-review-12579188) --- ### 24. [TapClicks](https://www.g2.com/products/tapclicks/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 315 **Product Description:** 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. ### What Do G2 Reviewers Say About TapClicks? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of TapClicks, simplifying marketing data management and optimizing campaign performance effortlessly. - Users value the **powerful analytics** of TapClicks, enabling efficient decision-making and campaign optimization through insightful data integration. - Users find the **reporting capabilities** of TapClicks invaluable for consolidating and simplifying marketing data efficiently. - Users appreciate the **time-saving automation** of TapClicks, enabling focus on strategy and enhanced decision-making. - Users appreciate the **time-saving automation** of TapClicks, enabling focus on strategy and enhancing decision-making efficiency. **Cons:** - Users encounter **lack of information** from TapClicks customer service, leading to confusion during setup and data syncing issues. - Users often experience **connection issues** with data, leading to discrepancies and unsatisfactory customer service responses. - Users often experience **data inconsistency** problems, leading to discrepancies and unsatisfactory customer service responses. - Users find the **data management issues** challenging, particularly with initial setup and data syncing complexities. - Users find the **difficult setup** of TapClicks overwhelming, affecting their experience and data syncing performance. #### 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 ### 25. [Ab Initio](https://www.g2.com/products/ab-initio/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 21 **Product Description:** ETL Tool #### What Are Recent G2 Reviews of Ab Initio? **"[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) --- **"[Excellent ETL Development Tool](https://www.g2.com/survey_responses/ab-initio-review-7801665)"** **Rating:** 5.0/5.0 stars *— Rajeswari Acharya R.* [Read full review](https://www.g2.com/survey_responses/ab-initio-review-7801665) --- ## What Is ETL Tools? [Cloud Data Integration Software](https://www.g2.com/categories/cloud-data-integration) ## What Software Categories Are Similar to ETL Tools? - [iPaaS Software](https://www.g2.com/categories/ipaas) - [Big Data Integration Platforms](https://www.g2.com/categories/big-data-integration-platforms) - [Data Extraction Tools](https://www.g2.com/categories/data-extraction-tools) --- ## 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