# Best ETL Tools - Page 3 *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 | "[Reliable ETL and Geospatial Transformations That Keep Workflows Organized](https://www.g2.com/survey_responses/fme-platform-review-12794716)" | | 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** ### Alteryx Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial. [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=989&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%3D3&secure%5Btoken%5D=dbdf24473e608cce703f0387d22cf1e5e5ff85ce8de69bf14ac9dc230bb71b38&secure%5Burl%5D=https%3A%2F%2Fwww.alteryx.com%2Ftrial%3Futm_source%3Dg2%26utm_medium%3Dreviewsite%26utm_campaign%3DFY25_Global_AllRegions_AlwaysOn_AllPersonas_IndustryAgnostic%26utm_content%3Dg2_freetrial&secure%5Burl_type%5D=free_trial) --- ## 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. [Boost.space](https://www.g2.com/products/boost-space/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 327 **Product Description:** Boost.space is the #1 AI-Ready Data Sync platform on G2—recognized with over 100 customer-voted badges. ⭐️ Today's enterprises are investing heavily in AI, but most initiatives fail. Why? Because AI is "stateless"—it has no memory—and it's running on chaotic data fragmented across hundreds of applications. This data chaos costs companies an average of $15 million annually and wastes nearly 12 hours per employee every week.   Boost.space solves this foundational problem by creating a new category of enterprise infrastructure: the AI Memory Layer. We are not just another application; we are the persistent, unified memory that your entire AI and automation ecosystem needs to function intelligently. Our platform connects to over 2,400 apps to dismantle data silos, creating a single source of truth (SSOT) for all your business data. But unlike passive data warehouses, Boost.space is an active, read-write memory. Our real-time, three-way synchronization engine allows AI agents to not only read unified data but also act on it by writing changes back to your operational tools. At the heart of this is our Model Context Protocol (MCP), an "AI-Ready USB-C Port" for your enterprise that allows you to prompt your business in natural language. Whether you're building an AI-Ready PIM for e-commerce or an AI-Ready CDP for marketing, Boost.space provides the essential foundation, trusted by leaders like ŠKODA to make their data AI-ready. ### What Do G2 Reviewers Say About Boost.space? *AI-generated summary from verified user reviews* **Pros:** - Users love the **seamless integrations** that allow easy data management across multiple platforms in Boost.space. - Users highlight the **seamless automation** capabilities of Boost.space, enhancing productivity and streamlining business operations effectively. - Users value the **easy and seamless integrations** of Boost.space, simplifying data management across multiple platforms. - Users find the **seamless integration** of Boost.space with various platforms invaluable for streamlining their marketing workflows. - Users love the **easy integration** with multiple platforms, allowing seamless data sharing and management effortlessly. **Cons:** - Users find the **learning curve steep** with Boost.space, requiring significant time and technical skills to master. - Users note a **steep learning curve** at first, but appreciate the platform's power and available support resources. - Users find the **learning difficulty** significant, requiring extensive time to understand the complexities of Boost.space. - Users find the **complex setup** of Boost.space requires extra time and effort to master its features. - Users find it challenging due to a **beginner difficulty** , particularly for those unfamiliar with technical configurations. #### What Are Recent G2 Reviews of Boost.space? **"[a Wonderful combination of Airtable (Datasheets) & Zapir (Automation tool)](https://www.g2.com/survey_responses/boost-space-review-11005882)"** **Rating:** 4.5/5.0 stars *— Kapil A.* [Read full review](https://www.g2.com/survey_responses/boost-space-review-11005882) --- **"[An app that combines data storage like CRM/Airtable with the integration functionality of Make](https://www.g2.com/survey_responses/boost-space-review-9524372)"** **Rating:** 4.0/5.0 stars *— Michael G.* [Read full review](https://www.g2.com/survey_responses/boost-space-review-9524372) --- ### 2. [lyftrondata](https://www.g2.com/products/lyftrondata/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 131 **Product Description:** Your ultimate next-gen agile, data delivery platform with modern cloud data warehouse & lake. Create and manage all of your data workloads on one platform. Boost the productivity of your data professionals and shorten your time to value in order to deliver modern and integrated data solutions swiftly from anywhere in your organization. We build the best data models around various source API’s, to ensure you will get all of your data and can query the non relational source like API/Json/XML with ANSI Sql. Move on if you data platform is not moving you forward with Lyftron govern and secure data delivery platform for your data migration and modernization needs as Lyftron eliminates traditional ETL/EDW bottlenecks with automatic data pipeline & modern next-gen cloud warehouse which makes data instantly accessible to BI user with the modern cloud compute of Spark & Snowflake. Lyftron connectors automatically convert any source into normalized, ready-to-query relational format and provide search capability on your enterprise data catalog. At Lyftron Data, we eliminate the time spent by engineers building data pipelines manually- and make data instantly accessible to analysts by providing real-time access to all your data with simple ANSI SQL. Our pre-built connectors automatically deliver data to warehouses in normalized, ready-to-query schemas and provide data governance and sensitive data encryption capability. #### What Are Recent G2 Reviews of lyftrondata? **"[Apply no-code enrichment in seconds](https://www.g2.com/survey_responses/lyftrondata-review-8599319)"** **Rating:** 5.0/5.0 stars *— Joshua S.* [Read full review](https://www.g2.com/survey_responses/lyftrondata-review-8599319) --- **"[Easy onboarding of new data with seamless integration](https://www.g2.com/survey_responses/lyftrondata-review-8638545)"** **Rating:** 5.0/5.0 stars *— Vihana M.* [Read full review](https://www.g2.com/survey_responses/lyftrondata-review-8638545) --- #### What Are G2 Users Discussing About lyftrondata? - [What is lyftrondata used for?](https://www.g2.com/discussions/what-is-lyftrondata-used-for) ### 3. [CloverDX](https://www.g2.com/products/cloverdx/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 72 **Why buyers love it?:** CloverDX stood out to me in the G2 reviews as a platform for structured ETL work that still allows technical control. Reviewers highlight visual job design, reusable components, automation, and flexibility for complex data flows. They also describe a learning curve around configuration, debugging, and more advanced pipeline logic. The product fits workflows where teams need governed, repeatable data movement across systems without giving up custom pipeline design. ### What Do G2 Reviewers Say About CloverDX? *AI-generated summary from verified user reviews* **Pros:** - Users find CloverDX to be **user-friendly** , appreciating its intuitive GUI and ease of data conversion. - Users highlight the **automation capabilities** of CloverDX, significantly improving efficiency and reducing manual errors. - Users find CloverDX's **intuitive user interface** enhances workflow efficiency and simplifies ETL pipeline creation. - Users highlight the **easy integrations** of CloverDX, allowing seamless connections to various data sources effortlessly. - Users appreciate the **user-friendly interface** of CloverDX, making data conversion and automation seamless and efficient. **Cons:** - Users find the **poor documentation** challenging, needing more detailed examples and interactive learning resources for better understanding. - Users report **connection issues** with CloverDX, noting limitations in SFTP connectivity and data transfer delays. - Users face a **steep learning curve** with CloverDX, particularly regarding advanced concepts and the transformation language. - Users find the **unclear documentation** of CloverDX challenging, wishing for more detailed examples and better guidance. - Users find the **complex usability** of CloverDX challenging, making navigation and feature understanding difficult. #### Key Features - Reporting - Extraction #### What Are Recent G2 Reviews of CloverDX? **"[Flexible Hybrid ETL with Powerful Visual Design and Predictable User-Based Pricing](https://www.g2.com/survey_responses/cloverdx-review-12487161)"** **Rating:** 4.0/5.0 stars *— Ajju B.* [Read full review](https://www.g2.com/survey_responses/cloverdx-review-12487161) --- **"[Customizable Pipelines, Easy Setup with CloverDX](https://www.g2.com/survey_responses/cloverdx-review-10657839)"** **Rating:** 4.5/5.0 stars *— Pavlo T.* [Read full review](https://www.g2.com/survey_responses/cloverdx-review-10657839) --- #### What Are G2 Users Discussing About CloverDX? - [How much does CloverDX cost?](https://www.g2.com/discussions/how-much-does-cloverdx-cost) - 1 comment - [Is CloverDX open source?](https://www.g2.com/discussions/is-cloverdx-open-source) - 1 comment - [How do you use CloverDX?](https://www.g2.com/discussions/how-do-you-use-cloverdx) ### 4. [Informatica Cloud Data Integration](https://www.g2.com/products/informatica-cloud-data-integration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 101 **Product Description:** Cloud Data Integration (CDI) is a comprehensive, AI-powered ETL and ELT solution designed to easily move, transform, and synchronize data between various sources and target systems across any cloud, anywhere, at scale. Built on a modern technology stack, CDI offers easy, efficient and cost-effective data ingestion, transformation, synchronization, and replication for a multi-cloud and serverless world for everyone and everywhere. It covers diverse integration patterns, ensuring you have well-architected and seamlessly automated data pipelines for all your advanced analytics and AI needs. ### What Do G2 Reviewers Say About Informatica Cloud Data Integration? *AI-generated summary from verified user reviews* **Pros:** - Users find the **ease of use** in Informatica Cloud Data Integration refreshing, especially its intuitive drag-and-drop features. - Users appreciate the **efficiency** of Informatica Cloud Data Integration, enabling seamless data transfers and transformations without software installation. - Users appreciate the **ease of use** with Informatica Cloud Data Integration, benefiting from its intuitive drag-and-drop features. - Users value the **time-saving features** of Informatica Cloud Data Integration, enabling efficient access and seamless operations. - Users value the **automation capabilities** of Informatica Cloud Data Integration, making data workflows seamless and efficient. **Cons:** - Users find the **complexity of setup and configuration** challenging, particularly for newcomers to the platform. - Users struggle with the **complex usability** of Informatica Cloud Data Integration, especially during setup and performance optimization. - Users find **debugging difficult** , as it often requires significant effort and expertise to resolve issues effectively. - Users find the **difficult setup** of Informatica Cloud Data Integration challenging, especially for newcomers to the platform. - Users face challenges with **error messages** in Informatica Cloud Data Integration, complicating the mapping process and troubleshooting. #### What Are Recent G2 Reviews of Informatica Cloud Data Integration? **"[Reliable Cloud ETL for Scalable Data Integration](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12106993)"** **Rating:** 4.5/5.0 stars *— Akshat G.* [Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12106993) --- **"[Simplifies Data Integration with Powerful Tools](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12104745)"** **Rating:** 4.0/5.0 stars *— Vallabh P.* [Read full review](https://www.g2.com/survey_responses/informatica-cloud-data-integration-review-12104745) --- #### What Are G2 Users Discussing About Informatica Cloud Data Integration? - [What is your experience regarding pricing and costs for Informatica Cloud Data Integration, and how does it compare to other ETL tools?](https://www.g2.com/discussions/what-is-your-experience-regarding-pricing-and-costs-for-informatica-cloud-data-integration-and-how-does-it-compare-to-other-etl-tools) - [What is the difference between Informatica and Informatica Cloud?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-the-difference-between-informatica-and-informatica-cloud-7e364663-ec1e-4fca-9c65-4b962f135858) - [What is the difference between Informatica and Informatica Cloud?](https://www.g2.com/discussions/informatica-cloud-data-integration-what-is-the-difference-between-informatica-and-informatica-cloud) ### 5. [Dataddo](https://www.g2.com/products/dataddo/reviews) **Average Rating:** 4.7/5.0 **Total Reviews:** 182 **Product Description:** Dataddo is the enterprise data integration platform built to eliminate the operational ownership risk of data movement. Acting as the connective backbone of your organization, we provide a fully managed connective layer that moves data from any SaaS, database, or file source to any destination - including AI agents. Our platform automatically handles API changes, schema drift, and sensitive data protection, providing full, granular visibility into every data flow across complex environments, including on-premise, hybrid, and cloud infrastructures. By treating data movement as mission-critical infrastructure rather than a project, Dataddo enables your engineering teams to deploy with total reliability, allowing them to focus on high-value AI outcomes instead of ongoing pipeline maintenance. ### What Do G2 Reviewers Say About Dataddo? *AI-generated summary from verified user reviews* **Pros:** - Users value the **seamless connectivity** of Dataddo, allowing easy management of diverse data sources effortlessly. - Users commend the **exceptional customer support** from Dataddo, highlighting professionalism and effective solutions from the team. - Users appreciate the **customization options** of Dataddo, enabling tailored solutions for diverse business needs effortlessly. - Users value the **ease of use and flexibility** of Dataddo, making data management effortlessly efficient and customizable. - Users love Dataddo for its **ease of use** , enabling straightforward data management without requiring extensive technical skills. **Cons:** - Users find the **complexity of advanced configurations** in Dataddo makes onboarding less intuitive and guidance lacking. - Users find the **complex setup** of Dataddo challenging, wishing for better guidance to enhance onboarding. - Users find the **learning curve challenging** , suggesting a need for better guidance and documentation for onboarding. - Users find some advanced configurations of Dataddo **less intuitive** , suggesting better in-app guidance for a smoother onboarding experience. - Users find that **advanced configurations can be unintuitive** , suggesting the need for better guidance and documentation. #### What Are Recent G2 Reviews of Dataddo? **"[L2 support from DataDDO](https://www.g2.com/survey_responses/dataddo-review-10742502)"** **Rating:** 5.0/5.0 stars *— Alex E.* [Read full review](https://www.g2.com/survey_responses/dataddo-review-10742502) --- **"[Simple tool to stream data from AWS RDS to GCP BigQuery](https://www.g2.com/survey_responses/dataddo-review-10512581)"** **Rating:** 5.0/5.0 stars *— Dana B.* [Read full review](https://www.g2.com/survey_responses/dataddo-review-10512581) --- #### What Are G2 Users Discussing About Dataddo? - [What is Dataddo used for?](https://www.g2.com/discussions/what-is-dataddo-used-for) - 1 comment, 1 upvote ### 6. [StatsD](https://www.g2.com/products/statsd/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 13 **Product Description:** Simple daemon for easy stats aggregation. ### What Do G2 Reviewers Say About StatsD? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of StatsD, gaining insights to visualize bugs and cache effectively. - Users value the **insightful analysis** provided by StatsD, enhancing bug visualization and performance monitoring during development. **Cons:** - Users feel that StatsD's **user interface needs improvement** and expect faster customer support for better experience. - Users find the **customer support lacking** , expressing the need for quicker response times and improvements in user interface. #### What Are Recent G2 Reviews of StatsD? **"[Light weight code for easy implementation and integration](https://www.g2.com/survey_responses/statsd-review-6869530)"** **Rating:** 4.0/5.0 stars *— SAHIL B.* [Read full review](https://www.g2.com/survey_responses/statsd-review-6869530) --- **"[Majorly I were used this tool to track exact exact metrics. (1 year of use exp)](https://www.g2.com/survey_responses/statsd-review-6813470)"** **Rating:** 5.0/5.0 stars *— Pawan G.* [Read full review](https://www.g2.com/survey_responses/statsd-review-6813470) --- ### 7. [Keboola](https://www.g2.com/products/keboola/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 133 **Product Description:** Keboola is the unified AI & Data orchestration platform that empowers organizations to turn data into business value faster and more securely than ever. It acts as your agentic AI co-pilot for data workflows, automating everything from integration to insight. With Keboola, Engineering teams, digital natives, startup CTOs, and innovation leads alike can rapidly build and manage data products, applications, AI agents, and autonomous crews seamlessly—without sacrificing compliance or security. Built for Every Data Persona: Whether you’re a seasoned data engineer or a business analyst, Keboola is built to make you successful. Data engineers love the open extensibility – code in SQL, Python, R, or use our API/CLI to tailor any step. Analysts and non-coders love the self-service UI – point-and-click data pipeline assembly, drag-and-drop transformations with text to SQL on semantic layer, and one-click deployment of pre-built workflows. Collaboration is seamless, with shared workspaces and sandboxes that let teams build and share data products freely without affecting production. What sets us apart? With Keboola, you can build and manage data products, applications, AI agents, and autonomous crews seamlessly—without sacrificing compliance or security. 🔗 Unified Connectivity: Effortlessly connect to 700+ data sources (databases, SaaS apps, and APIs) .Real-time Streams, Change Data Capture or batch. 🤖 Agentic AI Orchestration: Keboola’s AI-driven engine orchestrates data pipelines and ML workflows automatically. It can trigger the next steps based on data events or quality checks, and dynamically allocate resources. Think of it as an autopilot for your data & AI, ensuring pipelines run optimally and recover on their own from hiccups. 🛡️ Built-in Governance & Security: Every dataset and process in Keboola is governed. Fine-grained access controls, lineage tracking, and audit logs are native to the platform. Compliance is simplified – SOC 2, GDPR, and industry standards are supported out-of-the-box. 🚀 Rapid Development & Prototyping: Innovate without constraints. Spin up isolated dev/test sandboxes in seconds to prototype new data products or AI models. 🌎 Multi-Cloud Scalability: Built on a cloud-native architecture, Keboola scales with your needs. Deploy on your preferred cloud (AWS, Azure, GCP) and let Keboola handle the heavy lifting – elastic compute, parallel processing, and workload optimization. Start small and scale to enterprise workloads globally, without re-architecting. 💡 End-to-End Insight Activation: Because Keboola unifies your data pipelines, analytics, and ML, you can go from raw data to AI-driven insights in record time. Why Keboola: Instead of cobbling together multiple tools for integration, ETL/ELT, data catalogs, automation, and AI, Keboola delivers a single platform that does it all – with unprecedented ease and intelligence. Our customers have replaced 5-10 disparate tools with Keboola’s unified solution, drastically accelerating delivery. Join 30,000+ companies and industry leaders who use Keboola to supercharge their data teams. Whether you need to deliver data to AI Agents, streamline a complex data estate, or build and share data products to business, Keboola’s AI orchestration platform adapts to your needs – freeing you to focus on innovation and business growth. ### What Do G2 Reviewers Say About Keboola? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Keboola, benefiting from its intuitive interface and seamless data connections. - Users appreciate the **wide variety of connectors** and intuitive interface that enhance data integration and automation. - Users appreciate Keboola's **clear interface and extensive data connections** , simplifying data management for easy analysis. - Users value Keboola for its **seamless data integrations** , which enhance workflow efficiency and architecture flexibility. - Users highlight the **responsive customer support** of Keboola, ensuring quick and effective problem resolution. **Cons:** - Users find the **learning curve steep** , especially with fragmented services and challenging support resources for beginners. - Users find Keboola's interface **complex and confusing** , especially when managing large projects and components. - Users experience a **steep learning curve** with Keboola, facing challenges in setup and navigation of services. - Users find **data type management** challenging in Keboola, often facing errors and seeking better troubleshooting support. - Users find Keboola's interface challenging, with **usability issues** that hinder navigation and data management. #### What Are Recent G2 Reviews of Keboola? **"[Streamlines Data Prep with Some Learning Curves](https://www.g2.com/survey_responses/keboola-review-9741142)"** **Rating:** 5.0/5.0 stars *— Vojta F.* [Read full review](https://www.g2.com/survey_responses/keboola-review-9741142) --- **"[Effortless Data Management with Stellar Support](https://www.g2.com/survey_responses/keboola-review-11930748)"** **Rating:** 4.5/5.0 stars *— Pavel S.* [Read full review](https://www.g2.com/survey_responses/keboola-review-11930748) --- #### What Are G2 Users Discussing About Keboola? - [What are the benefits and challenges of using Keboola for data integration, and what do you recommend for new users?](https://www.g2.com/discussions/what-are-the-benefits-and-challenges-of-using-keboola-for-data-integration-and-what-do-you-recommend-for-new-users) ### 8. [Frends](https://www.g2.com/products/frends/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 137 **Product Description:** Frends is a European low-code integration platform as a service (iPaaS) that enables organizations to connect applications, automate workflows, and manage APIs across cloud and on-premises environments. Designed for both developers and business technologists, Frends helps streamline system communication, reduce integration complexity, and support real-time operations. The platform supports a wide range of use cases including ERP modernization, cloud migration, business process automation, and data synchronization between legacy and modern systems. With a graphical interface based on BPMN 2.0 and built-in AI capabilities, Frends makes it easier to build, monitor, and manage integration processes without heavy reliance on custom code. Frends is built on Microsoft .NET and integrates natively with a wide range of systems including Microsoft Dynamics, Salesforce, SAP, and various industry-specific tools. Frends is used across industries such as public sector, utilities, manufacturing, finance, and retail. It is particularly suited for IT teams seeking to unify integration, automation, and API management into a single tool while maintaining compliance and security in distributed environments. Key capabilities include: - Building and managing integrations visually with BPMN 2.0 to accelerate development and collaboration - Automating business processes and system tasks with reusable, scalable workflows - Monitoring integrations in real-time to reduce downtime and improve operational visibility - Managing APIs and connections securely with full version control and access management - Leveraging AI assistance to configure integrations, generate documentation, and streamline onboarding --- Frends has been recognized in the Gartner® Magic Quadrant™ for Enterprise iPaaS and ranks consistently as a G2 High Performer across usability, setup, and implementation. The platform enables faster time-to-value, reduces reliance on custom development, and gives teams the tools to adapt quickly to change, making it a preferred integration solution for organizations in Europe and beyond. ### What Do G2 Reviewers Say About Frends? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** in Frends, enabling quick and clear process understanding for all stakeholders. - Users value the **visual BPMN approach** in Frends, enhancing clarity and control in process management and integrations. - Users appreciate the **easy integrations** with Frends, making complex scenarios manageable for both technical and non-technical users. - Users value the **easy-to-understand integration architecture** of Frends, simplifying complex scenarios for both technical and non-technical users. - Users appreciate the **easy-to-use integration capabilities** of Frends, enabling both beginners and experts to build integrations effortlessly. **Cons:** - Users find the **absence of visual mapping tools** a notable drawback, impacting overall usability and experience. - Users find **overall UX improvement necessary** , citing issues with documentation, GUI, and cumbersome environment variables. - Users find the **limited features** of Frends hinder the development experience, lacking essential tools and libraries. - Users find **difficult learning** curve with Frends, struggling to understand integrations and navigate confusing UI elements. - Users find **integration issues** frustrating, with complex processes, confusing notations, and restrictive GUI affecting usability. #### What Are Recent G2 Reviews of Frends? **"[Powerful Integration Tool with Easy Setup](https://www.g2.com/survey_responses/frends-review-7497955)"** **Rating:** 5.0/5.0 stars *— Verified User in Logistics and Supply Chain* [Read full review](https://www.g2.com/survey_responses/frends-review-7497955) --- **"[Effortless Integration with Superior Debugging](https://www.g2.com/survey_responses/frends-review-10792154)"** **Rating:** 4.5/5.0 stars *— Riika A.* [Read full review](https://www.g2.com/survey_responses/frends-review-10792154) --- #### What Are G2 Users Discussing About Frends? - [What is Frends used for?](https://www.g2.com/discussions/what-is-frends-used-for) ### 9. [Lobster Data Platform](https://www.g2.com/products/lobster-data-platform/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 104 **Product Description:** Lobster is a Supply Chain Integration Platform headquartered in Germany. We help organisations connect any partner, system, and data format in a single platform, so they can move beyond simply transporting data and actually make it operational. For more than 20 years, we have been building integration solutions for logistics, retail, and manufacturing. Our platform covers three core areas: Integration (EDI, APIs, cloud apps, legacy systems), Orchestration (automated workflows and processes), and Collaboration (self-service portals for partners and suppliers). With over 90 pre-built connectors, customers can onboard partners in any format or protocol without replacing what already works. What sets Lobster apart is ownership. Our customers stay in full control of their data flows. Their teams configure changes, onboard new partners, and adjust formats themselves, without waiting weeks for consultants or vendor tickets. Built-in AI supports configuration, error analysis, and documentation, so even complex setups remain manageable. Most customers go live within four weeks. Over 1,500 companies worldwide, including HARIBO, HP, Hermes, Tchibo, Schaeffler, DHL, and Lufthansa Cargo, rely on Lobster to keep their supply chains running reliably, securely (ISO certified), and at scale. ### What Do G2 Reviewers Say About Lobster Data Platform? *AI-generated summary from verified user reviews* **Pros:** - Users find Lobster Data Platform's **ease of use** remarkable, enabling quick connections and intuitive interface customization. - Users commend the **responsive customer support** of Lobster Data Platform, providing clear and helpful assistance promptly. - Users appreciate the **robust features** of Lobster Data Platform, finding it easy to use with great support. - Users value the **efficient integrations** of Lobster Data Platform, enhancing connectivity and boosting user confidence in data collaboration. - Users appreciate the **friendly user interface** of Lobster Data Platform, enhancing integration efficiency and usability. **Cons:** - Users find **complexity a challenge** , needing time to master and design processes effectively with Lobster Data Platform. - Users report **inconsistent documentation** and issues with the new interface leading to confusion and unexpected behaviors. - Users note the **missing features** like a reverse button and standard interfaces, affecting usability and experience. - Users often face **poor documentation** in Lobster Data Platform, leading to confusion and unexpected issues with functionality. - Users find the **usability complex** due to numerous functions, making it harder to navigate and troubleshoot effectively. #### What Are Recent G2 Reviews of Lobster Data Platform? **"[Intuitive Platform, very easy to use, Needs Faster Bug Fixes](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671)"** **Rating:** 4.5/5.0 stars *— Felix B.* [Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-12470671) --- **"[A Middleware solutions that really works](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950)"** **Rating:** 4.5/5.0 stars *— Robert v.* [Read full review](https://www.g2.com/survey_responses/lobster-data-platform-review-11356950) --- ### 10. [AWS Data Pipeline](https://www.g2.com/products/aws-data-pipeline/reviews) **Average Rating:** 4.1/5.0 **Total Reviews:** 21 **Product Description:** AWS Data Pipeline is a web service that helps you process and move data between different AWS compute and storage services, as well as on-premises data sources, at specified intervals. #### What Are Recent G2 Reviews of AWS Data Pipeline? **"[Easy to setup pipeline for data transformation](https://www.g2.com/survey_responses/aws-data-pipeline-review-3600167)"** **Rating:** 4.5/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/aws-data-pipeline-review-3600167) --- **"[Stable and Gets the Job Done, Feels a Bit Dated at Times](https://www.g2.com/survey_responses/aws-data-pipeline-review-796101)"** **Rating:** 4.0/5.0 stars *— Verified User in Cosmetics* [Read full review](https://www.g2.com/survey_responses/aws-data-pipeline-review-796101) --- #### What Are G2 Users Discussing About AWS Data Pipeline? - [What is AWS Data Pipeline used for?](https://www.g2.com/discussions/what-is-aws-data-pipeline-used-for) ### 11. [Panoply](https://www.g2.com/products/panoply/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 80 **Product Description:** Panoply makes it easy to sync, store, and access your data from any data source. Panoply’s easy-to-use, low-maintenance solution unlocks sophisticated analytics without complex data engineering and coding: Key features of the Panoply platform include: -Code-free data integrations for seamless syncing -Automated data warehouse configuration -A powerful workbench for SQL-based data exploration and visualization - In-platform dashboards and reporting -Connections to all major BI and analytical tools -Industry-leading onboarding and support Learn more at https://www.panoply.io #### What Are Recent G2 Reviews of Panoply? **"[Effortless Data Integration, Swift Support](https://www.g2.com/survey_responses/panoply-review-12482020)"** **Rating:** 4.5/5.0 stars *— Verified User in Apparel & Fashion* [Read full review](https://www.g2.com/survey_responses/panoply-review-12482020) --- **"[Non-Developer User: Happy with the experience](https://www.g2.com/survey_responses/panoply-review-9036045)"** **Rating:** 4.5/5.0 stars *— Verified User in Veterinary* [Read full review](https://www.g2.com/survey_responses/panoply-review-9036045) --- #### What Are G2 Users Discussing About Panoply? - [What is Panoply used for?](https://www.g2.com/discussions/what-is-panoply-used-for) - [What does Panoply do?](https://www.g2.com/discussions/what-does-panoply-do) - 1 comment - [How much does panoply cost?](https://www.g2.com/discussions/how-much-does-panoply-cost) - 1 comment ### 12. [Matillion](https://www.g2.com/products/matillion-2023-06-26/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 79 **Product Description:** Matillion's Data Productivity Cloud is a sophisticated data integration and transformation solution designed to assist organizations in managing multi-modal data across various cloud platforms. This platform streamlines the process of data handling, enabling teams to efficiently integrate, transform, and govern their data assets. By leveraging Matillion’s capabilities, businesses can ensure that their data is not only accessible but also actionable, paving the way for informed decision-making and enhanced operational efficiency. The target audience for Matillion's Data Productivity Cloud includes data engineers, analysts, and business leaders who require a robust solution to handle complex data environments. Organizations that operate across multiple cloud platforms will find particular value in this tool, as it simplifies the integration of diverse data sources. Use cases range from data migration and ETL (Extract, Transform, Load) processes to real-time analytics and reporting, making it an essential asset for teams looking to harness the full potential of their data. A standout feature of Matillion's offering is Maia, the first agentic data team member, which acts as a virtual assistant to enhance team capacity without the need for additional hires. Unlike traditional copilots, Maia is designed to build validated data pipelines on Matillion’s low-code platform, guiding users through the process step by step. This approach not only ensures accuracy but also embeds governance and security measures throughout the data lifecycle, significantly mitigating risks associated with data management. The benefits of using Matillion's Data Productivity Cloud extend to both leadership and technical teams. Business leaders gain faster insights and improved return on investment (ROI) as the platform accelerates the delivery of AI-ready data. Meanwhile, data engineers can shift their focus from repetitive tasks to more innovative projects, fostering a culture of creativity and efficiency within the organization. By automating routine processes and ensuring data integrity, Matillion empowers teams to leverage their data strategically, ultimately driving better business outcomes. In summary, Matillion's Data Productivity Cloud stands out in the data integration landscape by offering a comprehensive solution that combines advanced technology with user-friendly features. Its focus on governance, security, and efficiency makes it a valuable tool for organizations aiming to optimize their data strategies and achieve measurable results. ### What Do G2 Reviewers Say About Matillion? *AI-generated summary from verified user reviews* **Pros:** - Users find Matillion's **ease of use** refreshing, thanks to its intuitive interface and helpful resources for beginners. - Users appreciate the **automation features** of Matillion, streamlining ETL processes and enhancing efficiency across various platforms. - Users find Matillion's **simple UI** and seamless integration highly beneficial for configuring and understanding ETL processes. - Users appreciate Matillion's **simple and intuitive UI** , making ETL processes easy to configure and understand. - Users value the **ETL efficiency** of Matillion, praising its user-friendly interface and seamless cloud integration. **Cons:** - Users face **feature limitations** with Matillion, such as Jython performance issues and challenges in template reusability. - Users find Matillion's **pricing model expensive** , especially as data volume increases and usage must be carefully managed. - Users report **job performance issues** with Jython and workflow limitations, hindering overall efficiency and functionality. - Users find **cloud dependency** challenging due to costs, limited customization, and maintenance needs affecting overall experience. - Users face **API limitations** in Matillion, hindering access to administrative features and data export options. #### What Are Recent G2 Reviews of Matillion? **"[Matillion Delivers High Performance and a Truly Collaborative Partnership](https://www.g2.com/survey_responses/matillion-review-12734142)"** **Rating:** 5.0/5.0 stars *— Verified User in Retail* [Read full review](https://www.g2.com/survey_responses/matillion-review-12734142) --- **"[Professional ELT Data Integration Tool](https://www.g2.com/survey_responses/matillion-review-9398954)"** **Rating:** 4.5/5.0 stars *— Oliver C.* [Read full review](https://www.g2.com/survey_responses/matillion-review-9398954) --- #### What Are G2 Users Discussing About Matillion? - [What is Matillion ETL used for?](https://www.g2.com/discussions/what-is-matillion-etl-used-for) - 1 comment - [What is Matillion Data Loader used for?](https://www.g2.com/discussions/what-is-matillion-data-loader-used-for) - [What are ETL tools used for?](https://www.g2.com/discussions/what-are-etl-tools-used-for) ### 13. [TimeXtender](https://www.g2.com/products/timextender/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 147 **Product Description:** With over 3,000 global customers, TimeXtender offers a comprehensive suite of products including Data Integration, Master Data Management, Data Quality, and Orchestration. These tools enable organizations to automate and streamline complex data processes, ensuring high data quality and governance across platforms. TimeXtender’s solutions are designed to help businesses efficiently manage their data assets without extensive coding, empowering informed decision-making and driving operational efficiency​​. ### What Do G2 Reviewers Say About TimeXtender? *AI-generated summary from verified user reviews* **Pros:** - Users find TimeXtender's **ease of use** remarkable, especially with its intuitive drag-and-drop interface for data management. - Users commend the **fast and friendly customer support** , enhancing the overall experience with TimeXtender. - Users value the **automation features** of TimeXtender, significantly enhancing their workflow and saving valuable time. - Users appreciate the **easy-to-use low-code interface** of TimeXtender, simplifying data pipeline creation and enhancing productivity. - Users appreciate the **time-saving automation** of TimeXtender, streamlining data processes and enhancing productivity significantly. **Cons:** - Users note significant **limitations** with TimeXtender, especially regarding partial deployments and handling large data volumes. - Users face a **steep learning curve and limitations in coding help** that hinder efficient data management and collaboration. - Users struggle with **poor documentation** , making the learning curve and coding assistance challenging in TimeXtender. - Users report a **steep learning curve** with TimeXtender, making it challenging for teams to collaborate effectively. - Users struggle with **vague error reporting** and hidden features, making navigation and troubleshooting more difficult. #### What Are Recent G2 Reviews of TimeXtender? **"[TimeXtender Simplifies Complex Data Work with a Clear, Visual ETL Approach](https://www.g2.com/survey_responses/timextender-review-12736314)"** **Rating:** 4.5/5.0 stars *— Sanyam B.* [Read full review](https://www.g2.com/survey_responses/timextender-review-12736314) --- **"[TimeXtender Classic is still a Classic!](https://www.g2.com/survey_responses/timextender-review-11786389)"** **Rating:** 4.5/5.0 stars *— Benjamin P.* [Read full review](https://www.g2.com/survey_responses/timextender-review-11786389) --- #### What Are G2 Users Discussing About TimeXtender? - [How do you use Timextender?](https://www.g2.com/discussions/how-do-you-use-timextender) - [Why use TimeXtender?](https://www.g2.com/discussions/why-use-timextender) - 1 comment - [What is Odx server?](https://www.g2.com/discussions/what-is-odx-server) - 2 comments ### 14. [Mozart Data](https://www.g2.com/products/mozart-data-mozart-data/reviews) **Average Rating:** 4.6/5.0 **Total Reviews:** 68 **Product Description:** Backed by award-winning data analyst support, Mozart Data is the fastest way to set up scalable, reliable data infrastructure that doesn’t need to be maintained by you. Mozart Data’s all-in-one modern data platform empowers anyone to easily centralize, organize, and analyze their data without engineering resources. Instead of piecing together multiple tools, companies get everything they need to spin up a data stack in an hour — ETL, a data warehouse, and a data transformation tool — and gain visibility into their data pipelines. Join other data-driven companies, like Zeplin, Rippling, Modern Treasury, and Tempo, that are already getting the most out of their data. Learn more at https://www.mozartdata.com #### What Are Recent G2 Reviews of Mozart Data? **"[All in one data platform](https://www.g2.com/survey_responses/mozart-data-review-9998715)"** **Rating:** 5.0/5.0 stars *— Jim D.* [Read full review](https://www.g2.com/survey_responses/mozart-data-review-9998715) --- **"[Easy to use one and done tool to streamline the data process.](https://www.g2.com/survey_responses/mozart-data-review-9144933)"** **Rating:** 5.0/5.0 stars *— Craig C.* [Read full review](https://www.g2.com/survey_responses/mozart-data-review-9144933) --- #### What Are G2 Users Discussing About Mozart Data? - [What is Mozart Data used for?](https://www.g2.com/discussions/what-is-mozart-data-used-for) ### 15. [Help Desk Migration Services](https://www.g2.com/products/help-desk-migration-services/reviews) **Average Rating:** 4.9/5.0 **Total Reviews:** 178 **Product Description:** Help Desk Migration by Relokia is a cloud-based, one-click data migration solution that enables secure and fast transfer of customer support data between help desk, ITSM, and knowledge base platforms. The platform supports 90+ integrations, allowing teams to migrate data between systems using a no-code Migration Wizard — without manual exports, scripts, or downtime. Key Features - Data Integrity & Historical Accuracy Help Desk Migration preserves 100% of your historical support data, including tickets and incidents, conversations, users, organizations, agents, knowledge base articles, structures, statuses, priorities, and relationships between records. All data is migrated in a consistent and auditable way, ensuring nothing is lost or altered during the transfer. - Automated Migration Wizard The intuitive Migration Wizard enables fast and accurate data transfer to platforms such as: - Zendesk - Jira Service Management - Jira Customer Service Management - Freshdesk - Freshservice - ServiceNow - Salesforce Service Cloud - HubSpot Service Hub and 90+ other platforms The entire process is automated and requires no engineering resources. - Intuitive Data Mapping Help Desk Migration allows users to map fields between the source and target platforms with full control. You can align default and custom fields, statuses, priorities, users, and other entities to match your existing workflows and reporting structure. - Enterprise-Grade Security Help Desk Migration is built for enterprise use and follows GDPR-, HIPAA-, and SOC-aligned practices. The platform operates using secure API connections and works in close partnership with major help desk vendors to ensure compliance, reliability, and data protection. - Free Demo Migration Run a free Demo Migration to validate results before committing to a full migration. The automated tool transfers up to 20 tickets or incidents from the source to the target platform, allowing you to verify data accuracy, structure, and mappings with zero risk. - Fast Data Transfer Migration speed ranges from a few minutes to several hours, depending on record volume and API rate limits of the target platform. Even large-scale migrations are optimized to complete as quickly and safely as possible. - Zero Downtime with Delta Migration Help Desk Migration supports Delta Migration, enabling teams to migrate newly created or updated records after the initial full migration—without stopping live support operations. Delta Migration captures all changes that occurred during or after the main migration and syncs them to the target system. This ensures: - No ticket freezes - No missed updates - No disruption to agents or customers As a result, teams can switch platforms seamlessly while maintaining continuous support and full data consistency. ### What Do G2 Reviewers Say About Help Desk Migration Services? *AI-generated summary from verified user reviews* **Pros:** - Users find Help Desk Migration Services to be **extremely easy to use** , facilitating fast and hassle-free migrations. - Users praise the **exceptional customer support** of Help Desk Migration Services, appreciating quick and knowledgeable assistance throughout the migration process. - Users appreciate the **simple and quick migration process** with responsive support, making transitions seamless. - Users appreciate the **easy setup** of Help Desk Migration Services, finding it user-friendly and straightforward. - Users value the **easy integrations** of Help Desk Migration Services, enabling seamless transitions between different help desk platforms. **Cons:** - Users note that **slow migration** can hinder the process, often impacted by API limits and account restrictions. - Users find the service to be **expensive** , especially when needing additional fields and options removed to reduce costs. - Users warn of **extra costs** for upgrades and charges for existing folders, impacting overall budget for migration. - Users note a **lack of features** in Help Desk Migration Services, particularly regarding visibility and control during migration. - Users face a **significant limitation** with Help Desk Migration Services due to restricted Jira issue type mapping during migration. #### What Are Recent G2 Reviews of Help Desk Migration Services? **"[Effortless Migration with User-Friendly Setup](https://www.g2.com/survey_responses/help-desk-migration-services-review-12101093)"** **Rating:** 4.5/5.0 stars *— Verified User in Consulting* [Read full review](https://www.g2.com/survey_responses/help-desk-migration-services-review-12101093) --- **"[Effortless Zendesk Migration—Fast and Straightforward](https://www.g2.com/survey_responses/help-desk-migration-services-review-12206360)"** **Rating:** 4.0/5.0 stars *— Verified User in Market Research* [Read full review](https://www.g2.com/survey_responses/help-desk-migration-services-review-12206360) --- #### What Are G2 Users Discussing About Help Desk Migration Services? - [What is Help Desk Migration Services used for?](https://www.g2.com/discussions/what-is-help-desk-migration-services-used-for) ### 16. [Power Query](https://www.g2.com/products/power-query/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 16 **Product Description:** Every company has a mission. What's ours? To empower every person and every organization to achieve more. We believe technology can and should be a force for good and that meaningful innovation contributes to a brighter world in the future and today. Our culture doesn’t just encourage curiosity; it embraces it. Each day we make progress together by showing up as our authentic selves. We show up with a learn-it-all mentality. We show up cheering on others, knowing their success doesn't diminish our own. We show up every day open to learning our own biases, changing our behavior, and inviting in differences. When we show up, we achieve more together. Microsoft operates in 190 countries and is made up of more than 220,000 passionate employees worldwide. ### What Do G2 Reviewers Say About Power Query? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation features** of Power Query, enabling efficient data cleaning with just one click. - Users value the **ease of use** in Power Query, enjoying its clear steps and seamless data transformation. - Users value the **intuitive interface** of Power Query, making data cleaning and processing effortless across platforms. - Users appreciate the **user-friendly interface and consistent functionality** of Power Query across Excel and Power BI. - Users value the **solution efficiency** of Power Query for its streamlined data cleaning and easy refresh capabilities. **Cons:** - Users experience **limited real-time data refresh** capabilities, causing frustrations with stuck processes, especially from web sources. - Users often face **refresh issues** with Power Query, particularly when pulling data from web sources like SharePoint. #### What Are Recent G2 Reviews of Power Query? **"[Data integration and analysis never been this easy and effective!](https://www.g2.com/survey_responses/power-query-review-8793725)"** **Rating:** 4.0/5.0 stars *— Bashar H.* [Read full review](https://www.g2.com/survey_responses/power-query-review-8793725) --- **"[Effortless Data Cleaning with Power Query's Intuitive Interface](https://www.g2.com/survey_responses/power-query-review-12202172)"** **Rating:** 4.0/5.0 stars *— Jyotirmoy B.* [Read full review](https://www.g2.com/survey_responses/power-query-review-12202172) --- ### 17. [COZYROC Solutions](https://www.g2.com/products/cozyroc-solutions/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 33 **Product Description:** COZYROC Solutions offers world-class On-Premises ETL and Cloud integration solutions with COZYROC.Cloud (iPaaS) COZYROC SSIS+ is a comprehensive suite of 270+ advanced components for developing ETL solutions with Microsoft SQL Server Integration Services. Our easy-to-use, coding-free library of tasks, components and reusable scripts can significantly cut your development time and also improve the execution speed of your SSIS packages. Support for SQL Server 2012-2022 \* Major highlights of the 2.2 release \* ​Derived Column transformation component, a powerful replacement of the standard Derived Column transformation with support for expressions in JavaScript. https://cozyroc.com/ssis/derived-column \* ​Database Source component for loading data from a database table, a view or a SQL command. The component can be configured for ADO.NET, OLE DB and ODBC connection managers. https://cozyroc.com/ssis/database-source \* ​ASN.1 Source component for retrieving data from ASN.1 file /BER, CER or DER encoded/ that supports multiple outputs via the composite records pattern. https://cozyroc.com/ssis/asn1-source ​Tableau Source, for consuming data from a Tableau .hyper file (i.e. the latest evolution of Tableau Data Extract). https://cozyroc.com/ssis/tableau-source \* The new version includes support for 37 additional applications https://cozyroc.com/blog/cozyroc-ssis-22-now-officially-released \* Major highlights of the 2.1 release \* XML Destination component: https://www.cozyroc.com/ssis/xml-destination \* OFTP connection manager - https://www.cozyroc.com/ssis/oftp-connection \* Database Destination component for fast loading and updating data. Insert, Update, Delete or Upsert in row-by-row or bulk-load mode for ADO.NET, OLE DB and ODBC. https://www.cozyroc.com/ssis/database-destination \* JSON Source component for retrieving data from JSON documents that supports multiple outputs via the composite records pattern. https://www.cozyroc.com/ssis/json-source \* JSON Destination component for generating JSON documents that supports multiple inputs via the composite records pattern. https://www.cozyroc.com/ssis/json-destination \* Easier connectivity to any REST service. \* Support of Dynamic data flows and composite records modelling \* Fast Sort Plus component for sorting of LARGE amounts of data. \* EDI components \* Additional REST services connectivity https://www.cozyroc.com/ssis/rest-connection COZYROC Solutions has been successfully used by thousands of businesses, in more than 142 countries around the world. \*\*\*\*\*\*\*\*\*\* COZYROC Cloud - The Simplest Way to SSIS in the Cloud: https://cozyroc.cloud COZYROC Cloud delivers seamless hybrid integrations, effortlessly connecting cloud and on-premises applications and databases, supporting cloud repatriation. \* Hosted and hybrid cloud integration solutions \* Managed & On-Premises Execution Environments \* Webhook Triggers -Automatically run packages by subscribing to external events (via inbound webhooks). \* Centralized Management \* Superior support for consuming web APIs \* Advanced ETL components: Database Destination, Table Difference, Lookup+ \* Free during development & testing. Pay only for production use \* Avoid cloud lock-in. Be able to transfer ETL processes on premises \* Better extensibility. Multiple component vendors. \* Lightweight JS-based components ### What Do G2 Reviewers Say About COZYROC Solutions? *AI-generated summary from verified user reviews* **Pros:** - Users value the **easy integrations** of COZYROC Solutions, enhancing their workflow and supporting critical operations seamlessly. - Users value the **seamless automation** provided by CozyRoc, enhancing workflow efficiency and connectivity to third-party sources. - Users value the **ease of use** of COZYROC Solutions, enhancing integration with various data sources effortlessly. - Users value the **seamless integrations** of COZYROC Solutions, enhancing their workflow with powerful connectivity to various third-party sources. - Users love the **automation features** of COZYROC Solutions, enhancing ETL processes and significantly reducing manual effort. **Cons:** - Users find COZYROC Solutions to be **expensive** , affecting budget considerations despite its effectiveness in functionality. - Users face challenges with **configuration complexity** , which can hinder quick implementation and understanding of processes. - Users find the **difficult setup** of COZYROC Solutions challenging initially, though documentation can ease the learning curve. - Users are frustrated with the **high licensing cost** and the need for annual re-licensing of COZYROC Solutions. - Users find the **lack of functionality** in COZYROC solutions limits their ability to efficiently manage project deployments. #### What Are Recent G2 Reviews of COZYROC Solutions? **"[CozyRoc Integrates Seamlessly with SSIS and Salesforce](https://www.g2.com/survey_responses/cozyroc-solutions-review-12381644)"** **Rating:** 5.0/5.0 stars *— Dale T.* [Read full review](https://www.g2.com/survey_responses/cozyroc-solutions-review-12381644) --- **"[Excellent Suite of SSIS Tools](https://www.g2.com/survey_responses/cozyroc-solutions-review-11697474)"** **Rating:** 4.5/5.0 stars *— Shameer G.* [Read full review](https://www.g2.com/survey_responses/cozyroc-solutions-review-11697474) --- #### What Are G2 Users Discussing About COZYROC Solutions? - [What is COZYROC SSIS+ Library used for?](https://www.g2.com/discussions/what-is-cozyroc-ssis-library-used-for) - 1 comment - [Is SSIS part of SQL Server?](https://www.g2.com/discussions/is-ssis-part-of-sql-server) - [What is cozy rock?](https://www.g2.com/discussions/what-is-cozy-rock) ### 18. [Talend Cloud Data Integration](https://www.g2.com/products/talend-cloud-data-integration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 92 **Product Description:** Integrate all your cloud and on-premises data with a secure cloud integration platform-as-a-service (iPaaS). Talend Integration Cloud puts powerful graphical tools, prebuilt integration templates, and a rich library of components at your fingertips. Talend Cloud's suite of apps also provide market-leading data integrity and quality solutions, ensuring that you can make data-driven decisions with confidence. #### What Are Recent G2 Reviews of Talend Cloud Data Integration? **"[Talend Application Used for past 5 years - Great Experience](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-5417989)"** **Rating:** 5.0/5.0 stars *— Verified User in Financial Services* [Read full review](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-5417989) --- **"[A great tool that makes data integration easy.](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-4579380)"** **Rating:** 4.5/5.0 stars *— Verle P.* [Read full review](https://www.g2.com/survey_responses/talend-cloud-data-integration-review-4579380) --- #### What Are G2 Users Discussing About Talend Cloud Data Integration? - [What do you like most about Talend Cloud Data Integration, and how has it improved your ETL processes?](https://www.g2.com/discussions/what-do-you-like-most-about-talend-cloud-data-integration-and-how-has-it-improved-your-etl-processes) - [What is Talend Cloud Data Integration used for?](https://www.g2.com/discussions/what-is-talend-cloud-data-integration-used-for) - [What does Talend software do?](https://www.g2.com/discussions/talend-cloud-data-integration-what-does-talend-software-do) ### 19. [Minitab Connect](https://www.g2.com/products/minitab-connect/reviews) **Average Rating:** 4.5/5.0 **Total Reviews:** 29 **Product Description:** Minitab Connect is a secure, cloud-based data integration and management platform that enables organizations to access, prepare, and combine data from across their business. It connects to a wide range of data sources such as databases, cloud applications, spreadsheets, and on-premise systems so that teams can create a single, reliable source of truth for analysis and reporting. With Minitab Connect, users can automate data pipelines, clean and transform data, and deliver ready-to-use datasets directly into Minitab solutions and other business tools. This helps eliminate manual data preparation, improve data accuracy, and accelerate time to insight, empowering teams to make faster, data-driven decisions. ### What Do G2 Reviewers Say About Minitab Connect? *AI-generated summary from verified user reviews* **Pros:** - Users find Minitab Connect to be **incredibly easy to use** , enhancing their data integration and analysis experience significantly. - Users appreciate the **efficiency of data integration** in Minitab Connect, enabling seamless access from various sources. - Users appreciate the **easy integrations** of Minitab Connect, simplifying data access and enhancing analysis capabilities seamlessly. - Users value the **seamless data integration** of Minitab Connect, enhancing accessibility and analysis for various data sources. - Users appreciate the **efficient data integration** capabilities of Minitab Connect, streamlining access from multiple sources seamlessly. **Cons:** - Users note a challenging **learning curve** with Minitab Connect, requiring patience and time to master the tool. - Users face a notable **learning difficulty** with Minitab Connect, requiring patience and persistence to master its features. - Users find **poor visualization** in Minitab Connect, especially with large datasets and complex transformations, frustrating and limiting. - Users face **visualization limitations** with Minitab Connect, particularly with large datasets and complex transformations. - Users find the **complexity of data visualization tasks** in Minitab Connect to be slow and challenging. #### What Are Recent G2 Reviews of Minitab Connect? **"[Minitab Connect](https://www.g2.com/survey_responses/minitab-connect-review-11397004)"** **Rating:** 4.5/5.0 stars *— Olena C.* [Read full review](https://www.g2.com/survey_responses/minitab-connect-review-11397004) --- **"[powerful platform](https://www.g2.com/survey_responses/minitab-connect-review-11423566)"** **Rating:** 5.0/5.0 stars *— Shaik c.* [Read full review](https://www.g2.com/survey_responses/minitab-connect-review-11423566) --- #### What Are G2 Users Discussing About Minitab Connect? - [What are the benefits of Minitab?](https://www.g2.com/discussions/what-are-the-benefits-of-minitab) - [What are two features of Minitab?](https://www.g2.com/discussions/what-are-two-features-of-minitab) - [What are the features of Minitab?](https://www.g2.com/discussions/what-are-the-features-of-minitab) ### 20. [Stitch](https://www.g2.com/products/stitch-2026-01-09/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 66 **Product Description:** Stitch Data Loader is a simple, powerful ETL service for businesses of all sizes, up to and including the enterprise. More than 3,000 companies use Stitch to move billions of records every day from SaaS applications and databases into data warehouses and data lakes, where it can be analyzed with BI tools. Stitch, Inc. is a division of Talend. #### What Are Recent G2 Reviews of Stitch? **"[Very Easy Intuitive UI](https://www.g2.com/survey_responses/stitch-review-7592907)"** **Rating:** 4.5/5.0 stars *— Megan S.* [Read full review](https://www.g2.com/survey_responses/stitch-review-7592907) --- **"[Reliable Extractions & Loads with many different integrations](https://www.g2.com/survey_responses/stitch-review-7514601)"** **Rating:** 4.5/5.0 stars *— Kristiyan D.* [Read full review](https://www.g2.com/survey_responses/stitch-review-7514601) --- #### What Are G2 Users Discussing About Stitch? - [Is stitch free?](https://www.g2.com/discussions/is-stitch-free) - [What is stitch database?](https://www.g2.com/discussions/what-is-stitch-database) - [What is stitch ETL?](https://www.g2.com/discussions/what-is-stitch-etl) ### 21. [Zap Data Hub](https://www.g2.com/products/zap-data-hub/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 44 **Product Description:** Zap Data Hub is a data warehouse automation solution that streamlines the extraction, loading and transformation (ELT) of ERP and business data into a centralized, governed warehouse for reporting and analytics. Zap Data Hub is used by finance, operations and IT teams who need a faster, more structured way to integrate ERP data from platforms such as Microsoft Dynamics 365, SAP Business One, Sage and SYSPRO alongside other business sources like CRM, payroll and inventory systems. It automates the heavy lifting involved in data integration and preparation, allowing businesses to build a trusted data foundation without extensive coding or manual processes. By automatically mapping, transforming and loading data into a warehouse, Zap eliminates reliance on spreadsheets, manual extracts and disconnected reporting. It creates a governed semantic model that ensures consistent metrics across tools like the Power BI integration, Excel add-in and browser-based reporting. Zap can be deployed in the cloud or on-premises, with support for Microsoft Fabric. Key features and value points • End-to-end data warehouse automation that structures and governs data from ERP and other business systems • Pre-built ERP connectors and models that accelerate deployment and reduce implementation effort • Governed semantic model that ensures consistent, trusted reporting across business units and analytics tools • Reporting support through the Excel add-in, Power BI integration and browser-based options • Deployment flexibility offering cloud-based or on-premises options • Future-ready architecture that integrates with Microsoft Fabric and supports evolving analytics needs Zap Data Hub is suited to organizations that want to automate their reporting data foundations, improve governance and drive business insights without the complexity of manual data engineering. ### What Do G2 Reviewers Say About Zap Data Hub? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **user-friendly interface** of Zap Data Hub, enabling seamless report creation without prior experience. - Users appreciate the **seamless integrations** of Zap Data Hub, enabling easy connection of multiple data sources. - Users value the **excellent customer support** from the Zap Team, ensuring smooth operations and quick issue resolution. - Users highlight the **seamless reporting functionality** of Zap Data Hub, enhancing efficiency and integration with ERP systems. - Users value the **ease of use** of Zap Data Hub, enabling quick reporting and analytics without the need for extensive training. **Cons:** - Users report a **steep learning curve** with Zap Data Hub, making it challenging for occasional users to adapt. - Users find the **complexity** of connecting to data sources like Excel and large files frustrating and limiting. - Users face challenges with **import issues** when connecting to Excel sources, especially larger files and SharePoint sheets. - Users face **connectivity issues with Excel data sources** , making it challenging to access live sheets and perform calculations. - Users find the **steep learning curve** challenging, particularly for occasional users needing frequent practice for comfort. #### What Are Recent G2 Reviews of Zap Data Hub? **"[Powerful BI Reporting That Delivers Results](https://www.g2.com/survey_responses/zap-data-hub-review-11960396)"** **Rating:** 4.0/5.0 stars *— chris.hilton@agroliquid.com H.* [Read full review](https://www.g2.com/survey_responses/zap-data-hub-review-11960396) --- **"[Slick, Fast, and Intuitive BI Tool with Outstanding Support](https://www.g2.com/survey_responses/zap-data-hub-review-11984060)"** **Rating:** 5.0/5.0 stars *— Verified User in Gambling & Casinos* [Read full review](https://www.g2.com/survey_responses/zap-data-hub-review-11984060) --- ### 22. [Dataslayer.ai](https://www.g2.com/products/dataslayer-ai/reviews) **Average Rating:** 4.8/5.0 **Total Reviews:** 300 **Product Description:** Dataslayer.ai is a super easy-to-use marketing data automation tool that takes the hassle out of managing your data. It connects with all the major platforms like Google Analytics, Google Ads, Meta, LinkedIn, and more, so you can automate data extraction, reporting, and visualization without the headache. With Dataslayer.ai, you can pull data from multiple sources straight into Google Sheets, Looker Studio, BigQuery or your favorite BI tools. This saves you loads of time and cuts down on manual errors, helping you make better decisions, run stronger campaigns, and get valuable insights faster. Some standout features include automated reports, real-time data syncing, customizable dashboards, and powerful data filters. Whether you're a marketer, agency, or business, Dataslayer.ai helps you stay on top of your marketing analytics, boost efficiency, and get the results you're after. If you're ready to ditch the manual work and take your marketing data game to the next level, Dataslayer.ai has got you covered! ### What Do G2 Reviewers Say About Dataslayer.ai? *AI-generated summary from verified user reviews* **Pros:** - Users find Dataslayer.ai to be **incredibly easy to use** , facilitating quick and seamless data integration for reports. - Users value the **seamless integrations** of Dataslayer.ai, enabling efficient data gathering and comprehensive reporting in Looker Studio. - Users commend the **responsive and knowledgeable customer support** , especially highlighting Daniela's exceptional problem-solving skills. - Users praise the **reliable connectors** of Dataslayer.ai for seamless data integration and enhanced reporting efficiency. - Users highlight the **intuitive dashboard and stable connectors** of Dataslayer.ai, enhancing their marketing analytics experience. **Cons:** - Users are frustrated by the **missing features** in Dataslayer.ai, especially the lack of data blending and specific metrics. - Users find the **API limitations** challenging, restricting automation for larger or growing accounts on the free plan. - Users find the **difficult learning** curve challenging initially, though navigation improves with familiarity over time. - Users find the product **expensive** and wish for more affordable options or trials before committing financially. - Users find the **lack of information** on certain metrics, especially for TikTok, makes getting started complex. #### What Are Recent G2 Reviews of Dataslayer.ai? **"[The Ultimate Tool for Looker Studio Integration (Where Native Connectors Failed)](https://www.g2.com/survey_responses/dataslayer-ai-review-12161397)"** **Rating:** 5.0/5.0 stars *— Kim F.* [Read full review](https://www.g2.com/survey_responses/dataslayer-ai-review-12161397) --- **"[Effortless Data Integration and Reporting](https://www.g2.com/survey_responses/dataslayer-ai-review-12376134)"** **Rating:** 5.0/5.0 stars *— Sapphire C.* [Read full review](https://www.g2.com/survey_responses/dataslayer-ai-review-12376134) --- #### What Are G2 Users Discussing About Dataslayer.ai? - [What is Dataslayer.ai used for?](https://www.g2.com/discussions/what-is-dataslayer-ai-used-for) ### 23. [Connect ETL](https://www.g2.com/products/precisely-connect-etl/reviews) **Average Rating:** 4.4/5.0 **Total Reviews:** 23 **Product Description:** Precisely Connect enables real-time decisions. Seamlessly integrate data from legacy systems into modern cloud and data platforms for faster, more confident action. #### What Are Recent G2 Reviews of Connect ETL? **"[Perfect tool for transferring or migrating business data to azure.](https://www.g2.com/survey_responses/connect-etl-review-7574733)"** **Rating:** 4.5/5.0 stars *— Fawaz S.* [Read full review](https://www.g2.com/survey_responses/connect-etl-review-7574733) --- **"[Data Transfer solution for Azure for Depreciated Technologies](https://www.g2.com/survey_responses/connect-etl-review-7472299)"** **Rating:** 5.0/5.0 stars *— Tabish S.* [Read full review](https://www.g2.com/survey_responses/connect-etl-review-7472299) --- #### What Are G2 Users Discussing About Connect ETL? - [What is Connect ETL used for?](https://www.g2.com/discussions/what-is-connect-etl-used-for) ### 24. [Pentaho Data Integration](https://www.g2.com/products/pentaho-data-integration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 17 **Product Description:** More than just ETL (Extract, Transform, Load), Pentaho Data Integration is a codeless data orchestration tool that blends diverse data sets into a single source of truth as a basis for analysis and reporting. Effortlessly managed in a drag-and-drop graphical interface, so you can easily track where it's coming from, where it's going and how it's transforming. Develop and maintain pipeline efficiency Scalability, simplicity, and self-service Leverage quality and lineage inputs for enhanced data observability and management ### What Do G2 Reviewers Say About Pentaho Data Integration? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **user-friendly interface** of Pentaho Data Integration, appreciating its simplicity and extensive functionalities. - Users value the **fast API integration** of Pentaho Data Integration, enabling quick data extraction and reporting. - Users praise **fast data transfer and diverse connectivity** in Pentaho Data Integration, highlighting its efficiency and versatility. - Users appreciate the **efficient communication** capabilities in Pentaho Data Integration for seamless data transfer and management. - Users praise the **seamless connectivity** of Pentaho Data Integration, enabling fast data transfer from various sources. **Cons:** - Users experience **performance issues** with Pentaho Data Integration, especially with large data volumes that slow down job modifications. - Users find the **learning curve steep** , as modifying jobs is often slow and requires additional tutorials. - Users report **poor performance** with Pentaho Data Integration when handling large data volumes, impacting efficiency and usability. - Users find the **slow data loading** process frustrating, significantly impacting their efficiency and experience with Pentaho. - Users experience **slow performance** when modifying jobs, which hampers their productivity and requires more tutorials. #### What Are Recent G2 Reviews of Pentaho Data Integration? **"[Totally worth it!!](https://www.g2.com/survey_responses/pentaho-data-integration-review-5473780)"** **Rating:** 4.5/5.0 stars *— Karthick V.* [Read full review](https://www.g2.com/survey_responses/pentaho-data-integration-review-5473780) --- **"[One the best ETL tool](https://www.g2.com/survey_responses/pentaho-data-integration-review-11510214)"** **Rating:** 4.5/5.0 stars *— Dhiraj D.* [Read full review](https://www.g2.com/survey_responses/pentaho-data-integration-review-11510214) --- ### 25. [Amazon S3 Transfer Acceleration](https://www.g2.com/products/amazon-s3-transfer-acceleration/reviews) **Average Rating:** 4.3/5.0 **Total Reviews:** 12 **Product Description:** Amazon S3 Transfer Acceleration makes public Internet transfers to Amazon S3 faster. #### What Are Recent G2 Reviews of Amazon S3 Transfer Acceleration? **"[Very good experience using Amazon S3 Transfer Acceleration.](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4230326)"** **Rating:** 5.0/5.0 stars *— Carlos D.* [Read full review](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4230326) --- **"[Do faster upload and download to s3 - Long distance.](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4971827)"** **Rating:** 4.5/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/amazon-s3-transfer-acceleration-review-4971827) --- #### What Are G2 Users Discussing About Amazon S3 Transfer Acceleration? - [Can S3 transfer acceleration used for download?](https://www.g2.com/discussions/can-s3-transfer-acceleration-used-for-download) - [What does S3 transfer acceleration use to get your data into AWS quicker?](https://www.g2.com/discussions/what-does-s3-transfer-acceleration-use-to-get-your-data-into-aws-quicker) - [Which S3 feature will enable these long distance data transfers in a secure and fast manner?](https://www.g2.com/discussions/which-s3-feature-will-enable-these-long-distance-data-transfers-in-a-secure-and-fast-manner) ## 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