Best ETL Tools - Page 13

How Many ETL Tools Products Does G2 Track?

Total Products under this Category: 319

Category Stats (Nov 2026)

  • Average Rating: 4.55/5 (↓0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: SyntraETL (+1.78%) - Among all products in this category, SyntraETL recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank ETL Tools Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 21,500+ Authentic Reviews
  • 319+ Products
  • Unbiased Rankings

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

G2 Grid® for ETL Tools

G2 Grid® for ETL Tools plotting products by satisfaction and market presence

Highlighted products: Databricks, Alteryx, Celigo, Google Cloud BigQuery, Funnel, FME Platform, Fivetran, and Informatica Data Integration and Engineering.

Underlying data: [Grid® JSON](https://www.g2.com/categories/etl-tools/grids.json?focus%5B%5D=databricks&focus%5B%5D=alteryx&focus%5B%5D=celigo&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=funnel&focus%5B%5D=fme-platform&focus%5B%5D=fivetran&focus%5B%5D=informatica-data-integration-and-engineering)

Rayven

What is Rayven? Rayven is an operational software platform that delivers an AI data fabric - connecting every system, data source, and data stream across a business into a single managed environment, then letting teams build custom apps, AI agents, workflow automations, dashboards, and MCP servers for direct AI model connectivity on top. It is the platform for organisations that need to act on operational data in real-time, deploy AI that actually works in production + build software that fits the way their business operates - without replacing existing systems or waiting 18 months for results. The Problem Rayven Solves Most organisations already have the systems and data they need. The challenge is fragmentation. ERP systems, SCADA platforms, IoT devices, databases, cloud tools, and files all generate valuable data - but it sits in silos, impossible to act on in real-time. The result: manual reporting, disconnected workflows, and AI projects that fail before reaching production. Industry research shows 95% of AI projects never ship - most because the underlying data layer is not clean, connected, or ready. Rayven builds that foundation first, then activates it. The Rayven Platform Rayven operates across five unified layers, delivered as a single managed environment: - Integration: More than 600 pre-built connectors pull data from IT, OT, IoT, files, APIs, databases, and data streams - bidirectionally, in real-time. Connects industrial protocols (OPC UA, Modbus, MQTT, BACnet) alongside cloud platforms, business systems, and proprietary tools. - Data: All connected data lands in a single managed platform - structured, governed + AI-ready. Real-time processing, ETL pipelines, data lakes, and AI model training handled in one place. - Execution: Automation rules, predictive models + agentic AI run directly on live operational data. Rules-based logic, machine learning, and goal-seeking autonomous agents all operate in one execution environment. - Presentation: Custom apps, dashboards, portals, conversational interfaces, and mobile applications deployed from the same platform - built for specific workflows, not generic reporting. - Security, Governance + Hosting: Role-based access control, data lineage, audit trails, AES-256 encryption, data residency controls, and enterprise-grade infrastructure - included as standard. AI Capabilities Rayven includes ten native AI capabilities built directly into the platform: 1. Custom AI agents (goal-seeking, action-taking) 2. Predictive analytics and machine learning 3. Conversational analytics 4. Real-time and continuous model training 5. AI-led workflow automation 6. Multimodal processing (documents, video, images, audio) 7. Anomaly and risk detection 8. Forecasting and optimisation 9. Vision and edge AI inference 10. Generative operational summaries MCP server support enables direct connectivity for AI models including Claude, GPT, and others. What Gets Built Rayven customers build and deploy: - Custom operational apps and field applications. - AI agents that monitor conditions, detect anomalies + take corrective action autonomously. - Predictive maintenance and performance models running on live plant data. - Real-time dashboards and executive reporting tools. - Workflow automations spanning IT and OT systems. - Customer and partner portals. - Data pipelines and integration layers. - White-label software products delivered under partner brands. Key Differentiators vs. Point solutions (Zapier, MuleSoft, Power BI, DataRobot): point solutions do one thing well but force teams to stitch together five separate tools to cover integration, data, AI, presentation, and governance. Rayven replaces the stack. vs. Traditional enterprise platforms (SAP, Oracle, Palantir): enterprise platforms take 12-18 months and seven figures to implement. Rayven deploys in two to 12 weeks at fixed scope and fixed price. vs. Low-code app builders (Mendix, OutSystems): app builders handle the presentation layer but do not solve the underlying data and integration problem. Rayven covers the full stack. Technology Compatibility Rayven is fully technology-agnostic and works alongside existing systems: - Cloud platforms: Microsoft Azure, Google Cloud + AWS - Business systems: SAP, Salesforce, Oracle, and Microsoft 365 - OT platforms: Siemens, Rockwell, Schneider Electric, and Ignition - Industrial protocols: OPC UA, Modbus, MQTT, BACnet, and EtherNet/IP - IoT devices: any device with a data output - Custom and proprietary systems via API, webhook, or direct connector Nothing needs to be replaced. Every existing investment is preserved. Who Uses Rayven Rayven serves businesses from growth-stage to large enterprise across 24+ industries globally - manufacturing, mining, construction, infrastructure, logistics, utilities, financial services, healthcare, agriculture, government, and more. Customers across Australia, Europe, North America, South America, and Africa. Named customers include Anglo American, Fulton Hogan, Glencore, Vodafone, NSW Ports, CSIRO, Collective Intelligence, Ramjack, and AngloGold Ashanti. Delivery Options - DIY: Full platform access. Internal teams build and deploy independently. - Done-For-You: Australia-based delivery team. Fixed scope, fixed price, two to 12 weeks from brief to go-live. - Hybrid: Guided delivery first, with the customer's team taking increasing ownership over time. By the Numbers - More than 600 pre-built connectors. - Ten native AI capabilities. - More than 240 deployments live globally. - Rated 5/5 across more than 140 independent reviews. - Deploys 66% faster than traditional development. - Two to 12 weeks to first working solution. - Rayven exists to close the gap: 95% of AI projects never reach production (industry average).

Average Rating: 4.9/5.0

Total Reviews: 29

How Do G2 Users Rate Rayven?

  • Automation: 10.0/10 (Category avg: 9.0/10)
  • Scalability: 10.0/10 (Category avg: 8.7/10)
  • Auditing: 10.0/10 (Category avg: 8.2/10)

Who Is the Company Behind Rayven?

  • Seller: Rayven
  • Year Founded: 2016
  • HQ Location: Sydney, AU
  • Twitter: @RayvenIOT
    56 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    32 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Retail
  • Company Size: 69% Medium, 52% Small

What Do G2 Reviewers Say About Rayven?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Rayven, allowing seamless integration and workflow creation without coding skills.
  • Users value Rayven for its real-time data integration and seamless unification of various tools into one efficient system.
  • Users value Rayven's automation capabilities, enabling seamless integration and real-time data unification for improved performance tracking.
  • Users value the customization capabilities of Rayven, enabling tailored solutions to meet specific healthcare needs seamlessly.
  • Users value the robust data management of Rayven, enabling real-time processing and efficient automation across diverse systems.
Cons
  • Users report a steep initial learning curve due to complex setups and the need for technical knowledge.
  • Users find the difficult learning curve challenging due to overwhelming initial setup and complex feature configurations.
  • Users find the learning difficulty challenging due to the overwhelming initial setup and complex configuration processes.
  • Users find the complex setup of Rayven challenging, necessitating extensive planning for effective use and integration.
  • Users find the setup complexity challenging, often needing extra support for advanced integrations and configurations.

What Are Recent G2 Reviews of Rayven?

Shakudo

Shakudo ensures compatibility across data tools allowing companies to build the best data infrastructure for their needs. With Shakudo you can mix and match your data tooling to create a more reliable, performant, and cost-effective stack than ever before.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind Shakudo?

  • Seller: Shakudo
  • Year Founded: 2021
  • HQ Location: Toronto, CA
  • LinkedIn® Page: ca.linkedin.com
    34 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Small, 50% Medium

What Do G2 Reviewers Say About Shakudo?

AI-generated summary from verified user reviews

Pros
  • Users find Shakudo's connectivity exceptional, effectively integrating various data tools for optimal performance.
  • Users appreciate the seamless data access provided by Shakudo, maximizing the potential of their diverse data tools.
  • Users value Shakudo for its effective data integration, maximizing the utility of diverse data tools in their stack.
  • Users find Shakudo excellent for data management, successfully coordinating tools and optimizing their data stack.
  • Users appreciate Shakudo for its flexible data pipelining, effectively coordinating various tools in their data stack.
Cons
  • Users find limited data transformation capabilities in Shakudo, often needing additional tools for complex tasks.
  • Users find feature limitations in Shakudo, as it lacks robust data transformation capabilities for complex tasks.
  • Users find Shakudo's lack of data transformation features limits their ability to perform complex data manipulations efficiently.
  • Users note a significant lack of functionality in Shakudo, requiring additional tools for complex data manipulation tasks.
  • Users find a lack of data transformation tools in Shakudo, often relying on external tools for complex tasks.

What Are Recent G2 Reviews of Shakudo?

Streamkap

Streamkap is a change data capture platform for syncing data in real-time from databases to a number of destinations including data warehouses, data lakes and real-time destinations.

Average Rating: 5.0/5.0

Total Reviews: 4

How Do G2 Users Rate Streamkap?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.1/10)

Who Is the Company Behind Streamkap?

  • Seller: Streamkap, Inc
  • Year Founded: 2022
  • HQ Location: San Francisco, US
  • Twitter: @Streamkap
    96 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Streamkap?

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How it works

superglue

superglue runs ERP and CRM implementations with AI agents. It is built for implementation partners and their consultants who deliver NetSuite, Sage Intacct, Acumatica, Microsoft Dynamics 365 Business Central, Dynamics 365 Sales and SAP S/4HANA projects. The agents do the hours of project work across the whole implementation lifecycle: - Implementation plan, discovery and data assessment - Fit-gap and solution design - Configuration, in the sandbox first - Data mapping and data migration, with every load reconciled against the source system - Testing and UAT, cutover, hypercare and handover Consultants stay in control. superglue reads the client's systems freely, but it writes only after the consultant approves the change, and the client signs off the mapping and the results. superglue migrates data from QuickBooks Desktop and QuickBooks Online, Sage 50 and Sage 100, Microsoft Dynamics GP, Xero, Salesforce and spreadsheets. For QuickBooks Desktop, the client sends one portable company file, and superglue reads the whole company from it. superglue connects to more than 100 other systems, so the same agents also build the integrations that run after go-live. Results from partners: a Sage value-added reseller running 40 Sage Intacct implementations cut migration and configuration hours per project by 80%, and migrated 185 accounts into Sage Intacct in under an hour. Pine Services Group is rolling superglue out across its 18 ERP implementation firms, starting with The Vested Group on NetSuite. superglue is SOC 2 Type II certified, offers EU and US hosting, and can run in your own cloud or on-premise. It is a Sage Intacct Marketplace partner and a Y Combinator company.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind superglue?

  • Seller: Index Commerce
  • Company Website:
  • HQ Location: San Francisco, US
  • Twitter: @superglue_ai
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of superglue?

Unisys Data Exchange

Unisys Data Exchange is data integration software that is designed to help organizations address these issues. It is available as a software option for ClearPath MCP and ClearPath OS 2200 servers.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Unisys Data Exchange?

  • Automation: 10.0/10 (Category avg: 9.0/10)
  • Scalability: 10.0/10 (Category avg: 8.7/10)
  • Auditing: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind Unisys Data Exchange?

  • Seller: Unisys
  • HQ Location: Blue Bell, PA
  • Twitter: @unisys
    33,730 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    23,518 employees on LinkedIn®
  • Ownership: NYSE:UIS
  • Total Revenue (USD mm): $2,820

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Unisys Data Exchange?

1Platform

1Platform by Polestar Analytics is a unified, low-code data intelligence ecosystem that transforms enterprise data management through its powerful orchestration engine, AI capabilities, and comprehensive analytics portal. Built with a no-code platform for data engineering, it seamlessly integrates 100+ data sources while providing automated data lake acceleration, historical data migration, and comprehensive data quality scorecards with execution logs for complete governance. What sets 1Platform apart is its ability to deliver actionable intelligence at scale through unified insights access, agentic and generative AI capabilities that go beyond data summarization to extract additional insights and advanced preloaded, scalable and customisable LLM and reasoning models reducing time and talent requirement. The platform operates through a single, intuitive interface across any cloud environment with modular, plug-and-play architecture, featuring access-based configuration for analytics, dashboard management, and a comprehensive notifications hub for tracking key activities. Backed by 350+ successful clients, 1,000+ implementations, and an exceptional 87% repeat business rate across 20+ global markets, Polestar Analytics delivers the agility, speed, and intelligence that modern enterprises demand to maintain their competitive edge.

Who Is the Company Behind 1Platform?

  • Seller: Polestar Analytics
  • Year Founded: 2012
  • HQ Location: Plano, US
  • Twitter: @PolestarLLP
    508 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    652 employees on LinkedIn®

Acho Studio

Who Is the Company Behind Acho Studio?

  • Seller: Acho
  • Year Founded: 2020
  • HQ Location: Boston, MA
  • Twitter: @acho
    31 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    57 employees on LinkedIn®

Ainsys

AINSYS (Amazingly Integrated Systems) is a no-code integration framework as a service that streamlines the process of creating, editing, and testing data pipelines. Our unique software architecture merges the functionalities of an enterprise data warehouse, service bus, master data management, and requirement management system into one powerful, user-friendly platform.

Who Is the Company Behind Ainsys?

  • Seller: Ainsys
  • Year Founded: 2020
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®

Alchemize Suite

Alchemize Suite is an enterprise modernization platform that moves data, converts application logic and verifies that the new system behaves like the old one. It is built for organizations replacing or upgrading legacy systems such as IBM Maximo, IBM TRIRIGA, IBM i (AS/400) and IBM Z mainframes. The suite runs five modules as a single pipeline. Analyzer scans system metadata and produces a dependency graph, a complexity score and a recommended modernization path. Catalyst Suite stores mapping rules and migration logic so teams can reuse them across projects. The Alchemize engine performs high-volume data migration, transformation, archiving and synchronization, with rollback through redo logs. CodeAlchemist converts Java, SQL and mainframe code. Universal Validator compares source and target behavior to confirm functional parity. Alchemize Suite is database- and application-agnostic. It supports Db2, Db2 for i, Oracle, SQL Server, PostgreSQL, MySQL, MariaDB, SAP HANA, MongoDB, Neo4j and Redis, and loads into Snowflake and Databricks. It runs on a Kubernetes-native Java and Angular stack, is certified on CentOS 7 and 8, deploys on premises or in any cloud, and uses OAuth 2.0 for identity management. Python and Ruby scripting are built in. Alchemize Suite is developed by Maxis Technology, an IBM Gold Partner founded in 2011.

Who Is the Company Behind Alchemize Suite?

  • Seller: Maxis Technology
  • Year Founded: 2011
  • HQ Location: Eagle Rock, Missouri, US
  • Twitter: @Maxis_Inc
  • LinkedIn® Page: www.linkedin.com
    11 employees on LinkedIn®
  • Ownership: Private

Anatics

Anatics is a marketing data management and data transformation platform. Anatics is designed to drive confidence in marketing spend and data interoperability with a focus on customer data management, performance analysis, revenue attributions, target lead acquisition and returns on advertising spend.

Who Is the Company Behind Anatics?

  • Seller: Anatics
  • Year Founded: 2010
  • HQ Location: Calgary, CA
  • Twitter: @anaticsAI
    10 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

APIWorx

APIWORX is a fully managed integration platform (iPaaS) built for eCommerce businesses, distributors, and B2B operators who need reliable, scalable data flow between their critical systems — without building or maintaining the integrations themselves. Most integration tools hand you a toolkit and wish you luck. APIWORX is different. We design, monitor, and own the integrations that keep your commerce operations running — order sync, inventory updates, settlement reconciliation, and EDI compliance — so your team isn't stuck debugging failed jobs at midnight. When a Wayfair ASN rejects or a NetSuite mapping breaks, we catch it and fix it, often before it becomes a chargeback or a missed financial close. At the core of the platform is a proprietary unified data model. Rather than passing raw data between systems, APIWORX normalizes every transaction — orders, inventory, shipments, invoices, payments, returns, customers, and vendors — into a governed, cross-system data layer with 15 entity types and 200+ normalized fields. This means a Shopify order, a NetSuite sales order, and an EDI 850 purchase order all resolve to the same identity and schema. No manual mapping. No downstream data conflicts. APIWORX connects to 60+ platforms out of the box, including Shopify, WooCommerce, BigCommerce, Adobe Commerce, Amazon, eBay, Etsy, and Walmart on the commerce side; NetSuite, Sage Intacct, and QuickBooks on the ERP and accounting side; and ShipStation, SPS Commerce, and major 3PLs across fulfillment and EDI. Custom REST API connections are supported for the systems that don't fit a standard mold. We built APIWORX for the operations that are too complex for off-the-shelf connectors and too important to leave fragile: ERP migrations, retailer EDI onboarding, marketplace settlement reconciliation, and multichannel inventory sync across warehouses and sales channels. The outcomes our customers see: fewer chargebacks from late or rejected EDI documents, faster monthly financial close, zero overselling across channels, and full payload-level visibility into every transaction for fast troubleshooting. Behind all of it is a US-based team that owns the flow end to end — not a ticket queue and not offshore handoffs. If you're running a growing commerce operation and your systems don't talk to each other cleanly, APIWORX gives you integrations that simply run — monitored, governed, and managed by people who answer when you call.

Who Is the Company Behind APIWorx?

  • Seller: APIWorx
  • Year Founded: 2011
  • HQ Location: Austin, US
  • Twitter: @apiworx
    33 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Arcion

Schema incompatibility is one of the biggest challenges to true data mobility and with Arcion, it’s a thing of the past.

Who Is the Company Behind Arcion?

  • Seller: Arcion
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    11,628 employees on LinkedIn®

BlazingDB

BlazingDB is a high performance GPU database that makes big data SQL fast on GPUs

Who Is the Company Behind BlazingDB?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026