Software Alternatives, Accelerators & Startups

JigsawStack VS Estuary

Compare JigsawStack VS Estuary and see what are their differences

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JigsawStack logo JigsawStack

JigsawStack provides fine-tuned custom models that do the heavy lifting for APIs that exist in every tech stack

Estuary logo Estuary

Estuary is a real-time data integration platform that lets you sync, transform, and route data across systems with ease. It unifies ETL, streaming, and batch pipelines into a single, scalable solution for modern data workflows.
  • JigsawStack
    Image date //
    2024-08-07
  • JigsawStack
    Image date //
    2024-08-07
  • JigsawStack
    Image date //
    2024-08-07

At Jigsawstack, we're committed to building finely-tuned custom models that take the heavy lifting off your shoulders. Our APIs are designed to seamlessly integrate into any tech stack, enabling you to ship faster and focus on what truly mattersโ€”innovating your product. One of our most popular offerings is the AI Scraper API, which intelligently scrapes websites without the need for custom CSS selectors, saving you time and effort.

Our vision is to continually expand our API offerings, ensuring that once you integrate Jigsawstack, you have access to a suite of powerful, custom AI features that deliver quick, reliable results. We're dedicated to helping you accelerate your development process and achieve your goals faster.

  • Estuary Landing page
    Landing page //
    2023-04-24

Estuary is a powerful real-time data integration platform designed to simplify and accelerate how organizations move and process data across their ecosystems. Built for the demands of modern data workflows, Estuary unifies batch and streaming data pipelines into a single, cohesive platform, eliminating the need for multiple disparate tools.

At its core, Estuary Flow enables users to seamlessly capture data from a wide range of sourcesโ€”including databases, SaaS applications, event streams, and cloud storageโ€”and deliver it in real time to destinations like data warehouses, data lakes, analytics platforms, and custom applications. Whether itโ€™s syncing data from PostgreSQL to Snowflake, Kafka to Apache Iceberg, or MongoDB to BigQuery, Estuary handles the complexity with built-in connectors and scalable infrastructure.

What sets Estuary apart is its ability to process change data capture (CDC), stream transformations, and schema enforcement without sacrificing speed or reliability. Users can define complex data flows via a visual interface or YAML-based configuration, and the system automatically manages versioning, backfills, schema evolution, and recovery.

Estuary Flow also offers unique features like time travel, declarative derivations (SQL-based data transformations), and strong guarantees around data consistency and fault tolerance. It supports private deployment and Bring Your Own Cloud (BYOC) models for teams with compliance or security needs, and integrates with tools like dbt, Prometheus, and Kafka clients through its open interfaces.

By bridging the gap between traditional ETL and real-time streaming, Estuary empowers data engineers, analysts, and developers to build resilient pipelines that keep data fresh, trustworthy, and actionableโ€”fueling analytics, AI, and operational workloads without the overhead of managing multiple tools.

JigsawStack

$ Details
freemium $27.0 / Monthly (Pro)
Release Date
2024 June
Startup details
Country
United States
State
California
Founder(s)
Yoeven D Khemlani
Employees
1 - 9

Estuary

$ Details
free
Release Date
2022 September
Startup details
Country
United States
State
New York
City
New York
Founder(s)
David Yaffe, Johnny Graettinger
Employees
20 - 49

JigsawStack features and specs

No features have been listed yet.

Estuary features and specs

  • Real-time Data Integration
    Estuary provides seamless, real-time integration of data across different sources, ensuring that data remains consistent and up-to-date.
  • Scalability
    The platform is designed to handle large volumes of data, making it suitable for businesses that expect their data needs to grow over time.
  • User-friendly Interface
    With a focus on ease of use, Estuary offers an intuitive interface that allows users to set up pipelines without extensive technical knowledge.
  • Flexible Deployment
    Estuary supports both cloud and on-premise deployment options, giving businesses the flexibility to choose the setup that best fits their needs.

Possible disadvantages of Estuary

  • Learning Curve
    Despite its user-friendly interface, new users may face a learning curve when getting started with more complex features or integrations.
  • Cost
    Depending on the scale of use and deployment, the cost of using Estuary can become a concern for smaller businesses or startups.
  • Limited Vendor Support
    Estuary may have limited support for very niche or less common data sources, which could require additional custom solutions.
  • Integration Complexity
    As with any data integration platform, there might be complexities in integrating with certain legacy systems or highly customized data environments.

JigsawStack videos

JigsawStack Demo v3

Estuary videos

Streaming Data to Iceberg with Estuary Flow

More videos:

  • Review - Estuary Flow Overview
  • Tutorial - How to Set Up a MongoDB Data Capture on Estuary Flow

Category Popularity

0-100% (relative to JigsawStack and Estuary)
AI
100 100%
0% 0
Web Service Automation
0 0%
100% 100
AI Tools
100 100%
0% 0
Data Integration
0 0%
100% 100

Questions and Answers

As answered by people managing JigsawStack and Estuary.

What makes your product unique?

Estuary's answer:

Estuary provides both Streaming and Batch integration options as well as private deployments and BYOC.

Why should a person choose your product over its competitors?

Estuary's answer:

Security, data speed and price assurances.

How would you describe your primary audience?

Estuary's answer:

Data Analysts, Data Engineers and Software Engineers.

What's the story behind your product?

Estuary's answer:

Estuary was built by the founders of Gazette.dev which uniquely enables it to work with streaming and batch data.

User comments

Share your experience with using JigsawStack and Estuary. For example, how are they different and which one is better?
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Reviews

These are some of the external sources and on-site user reviews we've used to compare JigsawStack and Estuary

JigsawStack Reviews

We have no reviews of JigsawStack yet.
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Estuary Reviews

Best ETL Tools: A Curated List
Estuary Flow is a real-time ETL, ELT, and Change Data Capture (CDC) platform that supports any combination of batch and real-time data pipelines. Its intuitive, user-friendly interface makes it possible to create new no-code data pipelines in minutes across databases, SaaS applications, file stores, and other data sources. Whether you're managing streaming data or...
Source: estuary.dev
Top 11 Fivetran Alternatives for 2024
Estuary Flow supports both ETL and ELT, meaning you can build streaming transforms using SQL or TypeScript (ETL) or use dbt in your destination. The platform safeguards data in motion and at rest with industry-standard security protocols, including encryption, authentication, and authorization.
Source: estuary.dev
15+ Best Cloud ETL Tools
If you're looking to streamline your data workflows and unlock the full potential of your data, we encourage you to explore Estuary Flow further. You can try Estuary Flow for free or contact our team to discuss your specific needs and discover how Estuary Flow can transform your data integration process.
Source: estuary.dev
Airbyte vs Fivetran vs Estuary
Of course weโ€™re a bit biased, but in our review today, weโ€™ve found Estuary Flow to be the overall winner. Itโ€™s capable of all your data integration requirements, with all the benefits of real-time data. And being the most cost-effective option out of the three, the platform is the obvious choice for any business looking for a reliable ELT platform.
Source: estuary.dev

Social recommendations and mentions

Based on our record, Estuary seems to be a lot more popular than JigsawStack. While we know about 22 links to Estuary, we've tracked only 1 mention of JigsawStack. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

JigsawStack mentions (1)

  • Ask HN: Who is hiring? (January 2025)
    JigsawStack | https://jigsawstack.com | Full Stack AI Engineer | San Francisco, London, USA Preferred and USA (Hybrid) JigsawStack provides a suite of small models that automate the boring and complex tasks in every tech stack, powering thousands of developers with millions of API requests. JD & Apply here: https://jigsawstack.com/careers. - Source: Hacker News / 9 months ago

Estuary mentions (22)

  • Which is Best for Real Time Dashboards: Airbyte, Fivetran, or Estuary Flow
    Estuary Flow is a unified data integration platform built from the ground up for real-time streaming. It enables continuous Change Data Capture (CDC) from databases, SaaS platforms, and event streams into analytics systems, data warehouses, and other destinations. Unlike traditional batch-first ELT tools, Flow maintains second-level latency without requiring separate streaming infrastructure. - Source: dev.to / about 2 months ago
  • Ask HN: Who is hiring? (August 2025)
    Senior Backend Engineer (Integrations) โ€“ 5+ years of backend engineering experience. Own and scale high-impact systems that power real-time data pipelines. Youโ€™ll work on complex integrations with external APIs and databases, improve our internal connector frameworks, and tackle deep challenges in performance, reliability, and developer experience. Backend Engineer (Integrations) โ€“ 2โ€“4 years of backend experience.... - Source: Hacker News / 2 months ago
  • 2025 Data Warehouse Benchmark: What BigQuery, Snowflake, and Others Donโ€™t Tell You
    At Estuary, we help teams build real-time data pipelines that push warehouses hard โ€” across batch and streaming. Weโ€™ve seen the consequences of choosing the wrong warehouse. So we built the benchmark we wish existed earlier. - Source: dev.to / 3 months ago
  • Ask HN: Who is hiring? (July 2025)
    Estuary | US Based (Some flexibility with location for the right candidate) / Remote | Full-time โ€“ https://estuary.dev/ Estuary is a VC-backed startup building the next generation of real-time data infrastructure. Our platform, Estuary Flow, combines change data capture (CDC), stream processing, and declarative configuration to unify real-time and batch data movement. Weโ€™re open-source, developer-first, and... - Source: Hacker News / 3 months ago
  • Ask HN: Who is hiring? (February 2025)
    As a Solutions Engineer at Estuary, youโ€™ll work directly with our founding team to help companies unlock the power of their real-time data. Your work will directly shape how users harness their real-time data, driving our product's development and creating seamless user experiences. https://estuary.dev/about/#solutions-engineer To apply: Email resume to Careers@estuary.dev. - Source: Hacker News / 8 months ago
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What are some alternatives?

When comparing JigsawStack and Estuary, you can also consider the following products

Awesome ChatGPT Prompts - Game Genie for ChatGPT

Fivetran - Fivetran offers companies a data connector for extracting data from many different cloud and database sources.

Kadoa - Scrape Websites Easily With AI

Hevo Data - Hevo Data is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL Needs. Get near real-time data pipelines for reporting and analytics up and running in just a few minutes. Try Hevo for Free today!

Mixpeek - Mixpeek is an API that enhances your app with a search engine that spans all your image, audio, video and PDF files regardless of location.

Airbyte - Replicate data in minutes with prebuilt & custom connectors