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12 AWS Glue Alternatives for Windows, Ranked (2026)

Explore 12 alternatives to AWS Glue — vetted by our editors with real user reviews, pricing, and feature comparisons.

Best AWS Glue alternatives: a side-by-side view

Quick answer

If you only check three AWS Glue alternatives, make them Etlworks Integrator, Hevo and Panoply. Etlworks Integrator leads with a Spotsaas Score of 8.8. See how all 12 compare on score, rating, and price below.

Not every team clicks with AWS Glue, and that's fine. These 12 etl tools alternatives give you real choices on price, features, and usability. We rank them by Spotsaas Score, which combines real-user satisfaction with market presence, then layer in ratings and pricing. Scan the comparison table first, then read the detail for each pick.

ProductSpotsaas ScoreRatingPricingBest for
Etlworks IntegratorStreamline data integration and maximize IT investments.8.8Not yet ratedFreefrom $300/moteams of all sizes
HevoStreamline your data flow and unleash your potential.9.8★★★★★ 4.7(211)FreeFree Trial · Freemium · Subscription · Quotation Basedteams of all sizes
PanoplyStreamline prototyping and data processing with ease.9.7★★★★ 4.3(56)FreeFree Trial · Subscription · Quotation Basedteams of all sizes
Matillion ETLStreamline database management with effortless efficiency.9.6★★★★ 4.3(23)FreeFree Trial · Subscription · Quotation Basedteams of all sizes
HightouchReverse ETL platform syncing warehouse data to 200+ business tools9.4★★★★★ 4.7FreeFreemium · Usage-Based · Contact Salesmid-size & enterprise teams
RiverySimplify data integration with ease and efficiency.9.3★★★★★ 4.9(66)FreeFree Trial · Quotation Basedteams of all sizes
SkyviaEffortlessly manage and transform your data.9.2★★★★ 4.4(164)FreeFreemium · Subscriptionteams of all sizes
StitchData integration simplified, business insights amplified.9.2★★★★★ 4.7(53)FreeFree Trial · Freemium · Subscription · Quotation Basedteams of all sizes
CloverDXTransform your data with ease and precision.9.1★★★★ 4.2(33)FreeFree Trial · One-time license · Quotation Basedteams of all sizes
AscendStreamline data pipelines for accelerated success.9Not yet ratedFreeFreemium · Quotation Basedteams of all sizes
Dexi.ioStreamline your data pipeline with Dexi.io.9★★★★ 4.3(4)Quotation Basedteams of all sizes
FivetranStreamline your data warehouse with Fivetran's automation platform.8.9★★★★ 4.2(160)FreeFree Trial · Quotation Basedteams of all sizes

8.8

Spot Score

Etlworks Integrator - ETL Tools

Etlworks Integrator

Streamline data integration and maximize IT investments.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

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What is Etlworks Integrator?

Etlworks Integrator's data management solution enables companies to gain and deploy single, trusted view of their IT infrastructure, monitor and measure performance and business impact, and optimize IT investments. ETLworks Integrator reduces the complexity of migrating and integrating data by ...

Read more about Etlworks Integrator
Free TrialTry Free →·

Etlworks Integrator offers custom pricing plan

9.8

Spot Score

Hevo - ETL Tools

Hevo

Streamline your data flow and unleash your potential.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is Hevo?

Hevo makes it easy to get the analysis-ready data you need to power your data warehouse. Our no-code platform is engineered for modern ETL, ELT and Reverse ETL scenarios, so data teams can streamline and automate their organizational data flows with ease. It even saves you up to 10 hours per ...

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Free TrialTry Free →·

Starts from $149/Month when Billed Yearly, also offers free forever plan

9.7

Spot Score

Panoply - ETL Tools

Panoply

Streamline prototyping and data processing with ease.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

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What is Panoply?

Panoply is a utility package of easy to use tools to facilitate rapid prototyping and automatic data processing. Panoply includes functions to turn dictionaries into lists, to generate random numbers, and to send messages over TCP/IP. Panoply is compatible with ipython and supports parallel ...

Read more about Panoply
Free TrialTry Free →·

Starts from $1558/month when yearly

9.6

Spot Score

Matillion ETL - ETL Tools

Matillion ETL

Streamline database management with effortless efficiency.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is Matillion ETL?

Matillion ETL Tools is enterprise level performance software that enables database administrators to manage corporate databases. At the heart of Matillion ETL is the database extractor, which imports database information into SQL Server using SSIS packages. Using an intuitive and familiar drag ...

Read more about Matillion ETL
Free TrialTry Free →·

Starts from $1.37Pay as you go

9.4

Spot Score

Hightouch logo

Hightouch

Reverse ETL platform syncing warehouse data to 200+ business tools

Try for Free

4.7

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What is Hightouch?

Hightouch is the leading Reverse ETL platform that syncs data from warehouses (BigQuery, Snowflake, Redshift, Databricks) into business tools like Salesforce, HubSpot, Marketo, and 200+ destinations. It enables data teams to activate the customer data sitting in their warehouse for marketing ...

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Starts from Freefree, also offers free forever plan

9.3

Spot Score

Rivery - ETL Tools

Rivery

Simplify data integration with ease and efficiency.

Best for: SMB teams · Mid-market · Enterprise

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What is Rivery?

Rivery is ETL tool. It allows user to transform data from one format to another, loading the file into a database or an Excel sheet. The transformation rules are stored in a configuration file and can be edited by the non-technical users. The main purpose of this service is to help the business ...

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Free Trial·

Rivery offers custom pricing plan

9.2

Spot Score

Skyvia - ETL Tools

Skyvia

Effortlessly manage and transform your data.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Skyvia?

Skyvia is a web-based ETL (Extract, Transform, Load) tool that makes it easy for business users to change data in multiple tables. This platform offers an intuitive interface and fast access to the most common data sources -- making it easy for anyone to migrate data one record at a time or in ...

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9.2

Spot Score

Stitch - ETL Tools

Stitch

Data integration simplified, business insights amplified.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is Stitch?

Stitch Data Loader is an easy-to-use, powerful ETL tool for enterprises of all sizes, from small to large. Every day, Stitch moves billions of records from SaaS apps and databases into data warehouses and data pools, where they can be examined using business intelligence tools. Stitch makes it ...

Read more about Stitch
Free TrialTry Free →·

Starts from $83.33/Month when Billed Yearly, also offers free forever plan

9.1

Spot Score

CloverDX - ETL Tools

CloverDX

Transform your data with ease and precision.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is CloverDX?

CloverDX is a powerful and robust toolset that helps user to automatically extract, transform and load data. Designed with end to end data availability in mind, CloverDX allows users to isolate and identify the source of any issue that leads to data. Cleanup missing data entries with the source ...

Read more about CloverDX
Free TrialTry Free →·

CloverDX offers custom pricing plan

9.0

Spot Score

Ascend - ETL Tools

Ascend

Streamline data pipelines for accelerated success.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

Add to compare

What is Ascend?

Ascend is a dataflow automation tool designed to accelerate the success of developers, small business owners and larger companies. You can quickly and easily build Spark-based pipelines using less code, and then deploy and run them seamlessly on Microsoft Azure, Amazon Web Services and Google ...

Read more about Ascend

Starts from $0.04credits/minute*, also offers free forever plan

9.0

Spot Score

Dexi.io - ETL Tools

Dexi.io

Streamline your data pipeline with Dexi.io.

Best for: SMB teams · Mid-market · Enterprise

Get Pricing Details

Add to compare

What is Dexi.io?

Dexi is an ETL (extract, transform, load) platform for building data pipelines. It allows user to connect to multiple data sources and build online or batch workflows to move, cleanse and crunch the data. Dexi offers a comfortable and easy-to-use drag and drop environment where engineers, data ...

Read more about Dexi.io

Dexi.io offers custom pricing plan

8.9

Spot Score

Fivetran - ETL Tools

Fivetran

Streamline your data warehouse with Fivetran's automation platform.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

Add to compare

What is Fivetran?

Fivetran is an ETL platform for data integration. It is an easy-to-use tool that leverages Spark to execute data transfers at scale while ensuring data quality, visibility and traceability through SQL queries and in-line analytics. Fivetran is a data warehouse automation platform designed to ...

Read more about Fivetran
Free TrialTry Free →·

Fivetran offers custom pricing plan

What makes each AWS Glue alternative worth considering

Etlworks Integrator8.8Best for teams of all sizes

Single trusted view of data

Watch for: May require technical expertise

Hevo9.8Best for teams of all sizes

Easy to use with a clean interface, suitable for users with varying technical expertise.

Watch for: Limited options in the Marketplace for additional apps and connectors may restrict advanced functionalities.

Panoply9.7Best for teams of all sizes

Consolidates data from multiple sources into a queryable warehouse without manual ETL coding.

Watch for: Lacks enterprise features such as two-factor authentication and complex connectivity options.

Matillion ETL9.6Best for teams of all sizes

Data management and ETL processes made easy and accessible, enhancing data advancements and usability with other platforms.

Watch for: Limited availability in the Marketplace for additional tools and connectors, affecting advanced integration options.

Hightouch9.4Best for mid-size & enterprise teams

Largest destination library in Reverse ETL — 200+ native connectors cover the full martech and sales stack without requiring custom code.

Watch for: Pricing is opaque — Starter and Professional tiers are usage-based without published rates, making total cost difficult to estimate without a sales conversation.

Rivery9.3Best for teams of all sizes

User-friendly interface, making tasks easy to execute for beginners and experts alike.

Watch for: Newcomers may find the richness of features and customization options overwhelming without adequate support.

Skyvia9.2Best for teams of all sizes

Simplifies data backup and integration processes, ensuring data security and accessibility.

Watch for: The pricing structure may include limitations on record transfers, potentially leading to additional charges.

Stitch9.2Best for teams of all sizes

Easy to set up and use, especially for non-engineers, enabling quick implementation.

Watch for: Limited range of integrations, which may not cover all sources users require.

CloverDX9.1Best for teams of all sizes

Highly visual layout that simplifies data transformation processes and tracking.

Watch for: Can be intimidating for newcomers without proper support due to the richness of features and customizations.

Ascend9Best for teams of all sizes

Easy pipeline creation

Watch for: Requires some coding knowledge

Dexi.io9Best for teams of all sizes

Drag-and-drop interface

Watch for: May require technical expertise

Fivetran8.9Best for teams of all sizes

Automates data integration processes, making it quick and simple without the need for coding.

Watch for: Lack of customization options and features may limit advanced users seeking more complex configurations.

Why teams look for a AWS Glue alternative

When AWS Glue stops fitting, it's typically for reasons such as:

  • Limited support for programming languages (mainly Python and Scala).
  • Costs can be higher, especially for large datasets.
  • Limited third-party tool integrations.
  • Lack of proper documentation for beginners.

The buyer's checklist for a AWS Glue alternative

Here's how the 12 alternatives differ where it counts: 11 offer a free tier; paid plans run $300, with Etlworks Integrator the cheapest entry point; and Rivery is the highest rated at 4.9 across 66 reviews.

How we sort these tools.

Frequently Asked Questions (FAQs)

Stuck on something? We're here to help with all the questions and answers in one place.

The top-rated alternatives to AWS Glue are Rivery (4.9★), Hevo (4.7★), Hightouch (4.7★). Compare all 12 alternatives side-by-side above.

When evaluating alternatives to AWS Glue, prioritize: Data Transformation, Match & Merge, Data Quality Control, Metadata Management, Data Integration, transparent pricing, free trial availability, and integrations with your existing tools. Use the filters above to compare by feature, budget, and team size.

AWS Glue starts from $0.44. Many alternatives offer similar functionality at different price points — some with free tiers, others with more flexible per-seat pricing. Use the filters above to narrow by budget.

Migration difficulty depends on how deeply AWS Glue is integrated into your workflows. Most alternatives offer data export/import tools and dedicated onboarding support. We recommend shortlisting 2–3 options, running a free trial, and checking each vendor's migration guides before committing.

How to find your ideal AWS Glue alternative

  • On a budget / just exploring: start with a free tier — Etlworks Integrator, Hevo and Panoply let you evaluate without paying upfront.
  • If real-user ratings matter most: Rivery has the strongest star rating (4.9★) among the options with verified reviews.
  • Want the safest pick: Etlworks Integrator has the highest Spotsaas Score (8.8) in this list — a strong default if you're unsure.

Moving your team off AWS Glue

Easing off AWS Glue works best when you test before you commit. Export your data, confirm the new tool reads it, and verify your essential features. Pilot the change with a free trial, then roll out fully, keeping AWS Glue as a fallback until migration ends.

Disclaimer: This research has been collated from a variety of authoritative sources. We welcome your feedback at [email protected].

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