Best ETL Software for Google Cloud BigQuery

dbt

dbt Labs

dbt Labs modernizes the “T” in ETL. Instead of relying on legacy pipelines or black-box transformations, dbt empowers data teams to build, test, and document transformations directly inside the data warehouse or lakehouse. With dbt, teams can: - Transform raw data into analytics-ready models using SQL and Jinja. - Ensure reliability with built-in testing, version control, and CI/CD. - Standardize workflows across teams with reusable models and shared documentation. - Leverage modern platforms like Snowflake, Databricks, BigQuery, and Redshift for scalable transformation. By focusing on the transformation layer, dbt Labs helps organizations shorten pipeline development cycles, reduce data debt, and deliver trusted insights faster — complementing ingestion and loading tools in a modern ELT stack.

194 Ratings

Starting Price: $100 per user per user/ month

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AnalyticsCreator

Simplify ETL pipeline creation with AnalyticsCreator’s automation capabilities, increasing efficiency in pipeline creation and management. Generate reliable, high-quality code for platforms like SSIS, Azure Data Factory, etc. to streamline data movement across your ecosystem. Support diverse data transformations, including cleansing, enrichment, and aggregations, for structured and unstructured data. Manage connections to multiple data sources and targets, including databases, data lakes, and cloud platforms, improving visibility through automated lineage tracking. Empower your team with version control and agile methodologies, ensuring better adaptability and collaboration across workflows. Optimize your ETL processes with CI/CD compatibility for maximum flexibility.

46 Ratings

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Hevo

Hevo Data

Hevo Data is a no-code, bi-directional data pipeline platform specially built for modern ETL, ELT, and Reverse ETL Needs. It helps data teams streamline and automate org-wide data flows that result in a saving of ~10 hours of engineering time/week and 10x faster reporting, analytics, and decision making. The platform supports 100+ ready-to-use integrations across Databases, SaaS Applications, Cloud Storage, SDKs, and Streaming Services. Over 500 data-driven companies spread across 35+ countries trust Hevo for their data integration needs. Try Hevo today and get your fully managed data pipelines up and running in just a few minutes.

3 Ratings

Starting Price: $249/month

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Zuar Runner

Zuar, Inc.

Utilizing the data that's spread across your organization shouldn't be so difficult! With Zuar Runner you can automate the flow of data from hundreds of potential sources into a single destination. Collect, transform, model, warehouse, report, monitor and distribute: it's all managed by Zuar Runner. Pull data from Amazon/AWS products, Google products, Microsoft products, Avionte, Backblaze, BioTrackTHC, Box, Centro, Citrix, Coupa, DigitalOcean, Dropbox, CSV, Eventbrite, Facebook Ads, FTP, Firebase, Fullstory, GitHub, Hadoop, Hubic, Hubspot, IMAP, Jenzabar, Jira, JSON, Koofr, LeafLogix, Mailchimp, MariaDB, Marketo, MEGA, Metrc, OneDrive, MongoDB, MySQL, Netsuite, OpenDrive, Oracle, Paycom, pCloud, Pipedrive, PostgreSQL, put.io, Quickbooks, RingCentral, Salesforce, Seafile, Shopify, Skybox, Snowflake, Sugar CRM, SugarSync, Tableau, Tamarac, Tardigrade, Treez, Wurk, XML Tables, Yandex Disk, Zendesk, Zoho, and more!

1 Rating

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COZYROC SSIS+ Suite

COZYROC

COZYROC's SSIS+ suite includes 270+ data integration adapters, ETL components and tasks for developing ETL solutions with MS SQL Server Integration Services. 141 out-of-the box adapters for consuming web API data. Connectivity for popular CRM, ERP, Accounting, Financials, Legal, Analytics, Administration, Collaboration, Communication, Security, Education, Construction, Marketing, Transportation, Project Management, Productivity, e-Commerce and HR apps COZYROC REST Framework for data integration with any REST service. Sync and import / export data from any REST API service to SQL Server. Data Flow Task Plus for dynamic data flows at runtime. No need to manually open and modify the data flow Lift and Shift your SSIS packages ! Try COZYROC Cloud for free. The COZYROC.Cloud hosted service allows you to Lift & Shift legacy SSIS workloads to the cloud in a breeze at a very affordable price which includes a license for the COZYROC SSIS+ suite.

Starting Price: $0

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Panoply

SQream

Panoply brings together a managed data warehouse with included, pre-built ELT data connectors, making it the easiest way to store, sync, and access all your business data. Our cloud data warehouse (built on Redshift or BigQuery), along with built-in data integrations to all major CRMs, databases, file systems, ad networks, web analytics tools, and more, will have you accessing usable data in less time, with a lower total cost of ownership. One platform with one easy price is all you need to get your business data up and running today. Panoply gives you unlimited access to data sources with prebuilt Snap Connectors and a Flex Connector that can bring in data from nearly any RestAPI. Panoply can be set up in minutes, requires zero ongoing maintenance, and provides online support including access to experienced data architects.

Starting Price: $299 per month

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StarfishETL

StarfishETL is an Integration Platform as a Service (iPaaS), and although “integration” is in the name, it’s capable of much more. An iPaaS lives in the cloud and can integrate different systems by using their APIs. This makes it adaptable beyond integration for migration, data governance, and data cleansing. Unlike traditional integration apps, StarfishETL provides low-code mapping and powerful scripting tools to manage, personalize, and manipulate data at scale. Features: - Drag and drop mapping - AI-powered connections - Purpose built integrations - Extensibility through scripting - Secure on-premises connections - Scalable data capacity

Starting Price: 400/month

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Rivery

Rivery’s SaaS ETL platform provides a fully-managed solution for data ingestion, transformation, orchestration, reverse ETL and more, with built-in support for your development and deployment lifecycles. Key Features: Data Workflow Templates: Extensive library of pre-built templates that enable teams to instantly create powerful data pipelines with the click of a button. Fully managed: No-code, auto-scalable, and hassle-free platform. Rivery takes care of the back end, allowing teams to spend time on priorities rather than maintenance. Multiple Environments: Construct and clone custom environments for specific teams or projects. Reverse ETL: Automatically send data from cloud warehouses to business applications, marketing clouds, CPD’s, and more.

Starting Price: $0.75 Per Credit

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RudderStack

RudderStack is the smart customer data pipeline. Easily build pipelines connecting your whole customer data stack, then make them smarter by pulling analysis from your data warehouse to trigger enrichment and activation in customer tools for identity stitching and other advanced use cases. Start building smarter customer data pipelines today.

Starting Price: $750/month

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Singular

Singular empowers marketers to futureproof their growth with next-gen attribution and analytics. We provide a holistic solution that combines mobile attribution with industry-leading cost aggregation, flexible ROI analytics, and automatic loading directly into your BI tools. With Singular you are able to - Measure and report on all the channels you work with - Analyze ROI by combining attribution with leading cost aggregation - Track and analyze across the entire user lifecycle - Block more fraud with best-in-class fraud prevention - Monitor a single managed pipeline with a plug-and-play solution to extract, transform and load analysis-ready marketing data into your chosen data warehouse Top marketers from LinkedIn, Rovio, Microsoft, Lyft, Twitter, EA, and more, rely on Singular for a complete view of their marketing performance.

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Power My Analytics

Easily integrate the metrics you need into your favorite data visualization, analytics, spreadsheet, and database tools! Save time by skipping all the logins and manual data collection. Avoid custom development costs. Use a Power My Analytics data hub to automate the metrics you want. With just a few clicks, your hub can connect to an array of sources allowing you to consolidate your marketing data into integrated dashboards, reports, and sheets. Data is your power! With Power My Analytics as your trusty sidekick, you'll have more time to focus on work and all the metrics you need to create insightful reports that'll impress your clients or boss. Automatically collect data from over 35 popular marketing-related platforms. Easily integrate with the best tools for data visualization, analytics, spreadsheets, and databases. Save time by eliminating manual data collection.

Starting Price: $9.95 per account per month

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Airbyte

Airbyte is an open-source data integration platform designed to help businesses synchronize data from various sources to their data warehouses, lakes, or databases. The platform provides over 550 pre-built connectors and enables users to easily create custom connectors using low-code or no-code tools. Airbyte's solution is optimized for large-scale data movement, enhancing AI workflows by seamlessly integrating unstructured data into vector databases like Pinecone and Weaviate. It offers flexible deployment options, ensuring security, compliance, and governance across all models.

Starting Price: $2.50 per credit

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Dataplane

The concept behind Dataplane is to make it quicker and easier to construct a data mesh with robust data pipelines and automated workflows for businesses and teams of all sizes. In addition to being more user friendly, there has been an emphasis on scaling, resilience, performance and security.

Starting Price: Free

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Ascend

Ascend gives data teams a unified and automated platform to ingest, transform, and orchestrate their entire data engineering and analytics engineering workloads, 10X faster than ever before. Ascend helps gridlocked teams break through constraints to build, manage, and optimize the increasing number of data workloads required. Backed by DataAware intelligence, Ascend works continuously in the background to guarantee data integrity and optimize data workloads, reducing time spent on maintenance by up to 90%. Build, iterate on, and run data transformations easily with Ascend’s multi-language flex-code interface enabling the use of SQL, Python, Java, and, Scala interchangeably. Quickly view data lineage, data profiles, job and user logs, system health, and other critical workload metrics at a glance. Ascend delivers native connections to a growing library of common data sources with our Flex-Code data connectors.

Starting Price: $0.98 per DFC

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Arcion

Arcion Labs

Deploy production-ready change data capture pipelines for high-volume, real-time data replication - without a single line of code. Supercharged Change Data Capture. Enjoy automatic schema conversion, end-to-end replication, flexible deployment, and more with Arcion’s distributed Change Data Capture (CDC). Leverage Arcion’s zero data loss architecture for guaranteed end-to-end data consistency, built-in checkpointing, and more without any custom code. Leave scalability and performance concerns behind with a highly-distributed, highly parallel architecture supporting 10x faster data replication. Reduce DevOps overhead with Arcion Cloud, the only fully-managed CDC offering. Enjoy autoscaling, built-in high availability, monitoring console, and more. Simplify & standardize data pipelines architecture, and zero downtime workload migration from on-prem to cloud.

Starting Price: $2,894.76 per month

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Openbridge

Uncover insights to supercharge sales growth using code-free, fully-automated data pipelines to data lakes or cloud warehouses. A flexible, standards-based platform to unify sales and marketing data for automating insights and smarter growth. Say goodbye to messy, expensive manual data downloads. Always know what you’ll pay and only pay for what you use. Fuel your tools with quick access to analytics-ready data. As certified developers, we only work with secure, official APIs. Get started quickly with data pipelines from popular sources. Pre-built, pre-transformed, and ready-to-go data pipelines. Unlock data from Amazon Vendor Central, Amazon Seller Central, Instagram Stories, Facebook, Amazon Advertising, Google Ads, and many others. Code-free data ingestion and transformation processes allow teams to realize value from their data quickly and cost-effectively. Data is always securely stored directly in a trusted, customer-owned data destination like Databricks, Amazon Redshift, etc.

Starting Price: $149 per month

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Coupler.io

Employ the combined power of automation and a human touch to gain full control of your data and get clarity in your business. Easily access your data, understand it, and act on it with the complete set of tools and expert services by Coupler.io. From custom integrations and dashboards to workflows that simplify and automate routine jobs, our data professionals will dive into your case to provide a turnkey solution for your business growth. Coupler.io is designed to provide a full-scale solution for your data needs — from reliable data automation tools to top-notch data analytics services. With around 15 years of experience in SaaS, workflow automation, and data analytics, Coupler.io will be a reliable partner for your business.

Starting Price: $49 per month

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Boltic

Build and orchestrate ETL pipelines with ease on Boltic. Extract, transform, and load data from multiple sources to any destination without writing code. Use advanced transformations and build end-to-end data pipelines for analytics-ready data. Integrate data from a list of 100+ pre-built Integrations and join multiple data sources together with a few clicks to work on the cloud. Add Boltic’s No-code transformation or use Script Engine to design custom scripts on integrated data for data exploration and cleansing. Invite team members to come together and solve organisation-wide problems faster by working on a secure cloud data operations platform. Schedule ETL pipelines to run automatically at pre-defined time intervals to make importing, cleaning, transforming, storing, and sharing data easier. Track and analyze key metrics of business with the help of AI & ML. Gain insights into business and monitor for potential issues or opportunities.

Starting Price: $249 per month

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Streamkap

Streamkap is a streaming data platform that makes streaming as easy as batch. Stream data from database (change data capturee) or event sources to your favorite database, data warehouse or data lake. Streamkap can be deployed as a SaaS or in a bring your own cloud (BYOC) deployment.

Starting Price: $600 per month

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5X

5X is an all-in-one data platform that provides everything you need to centralize, clean, model, and analyze your data. Designed to simplify data management, 5X offers seamless integration with over 500 data sources, ensuring uninterrupted data movement across all your systems with pre-built and custom connectors. The platform encompasses ingestion, warehousing, modeling, orchestration, and business intelligence, all rendered in an easy-to-use interface. 5X supports various data movements, including SaaS apps, databases, ERPs, and files, automatically and securely transferring data to data warehouses and lakes. With enterprise-grade security, 5X encrypts data at the source, identifying personally identifiable information and encrypting data at a column level. The platform is designed to reduce the total cost of ownership by 30% compared to building your own platform, enhancing productivity with a single interface to build end-to-end data pipelines.

Starting Price: $350 per month

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Alooma

Google

Alooma enables data teams to have visibility and control. It brings data from your various data silos together into BigQuery, all in real time. Set up and flow data in minutes or customize, enrich, and transform data on the stream before it even hits the data warehouse. Never lose an event. Alooma's built in safety nets ensure easy error handling without pausing your pipeline. Any number of data sources, from low to high volume, Alooma’s infrastructure scales to your needs.

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Weld

Create, edit and organize your data models. No need to get yet another data tool for your data models. Create and manage them in Weld. Packed with features that will make creating your data models a breeze: smart autocomplete, code folding, error highlighting, audit logs, version control and collaboration. Plus, we use the same text editor as VS Code – it's fast, powerful and easy on the eye. Your queries are organized in an easily searchable and accessible library. Audit logs also let you see when the query was last updated, and by who. Weld Model supports materializing models as tables, incremental tables, views, or a custom materialization of your design. Run all your data operations in one simple platform – with help from a dedicated team of data analysts.

Starting Price: €750 per month

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Google Cloud Data Fusion

Google

Open core, delivering hybrid and multi-cloud integration. Data Fusion is built using open source project CDAP, and this open core ensures data pipeline portability for users. CDAP’s broad integration with on-premises and public cloud platforms gives Cloud Data Fusion users the ability to break down silos and deliver insights that were previously inaccessible. Integrated with Google’s industry-leading big data tools. Data Fusion’s integration with Google Cloud simplifies data security and ensures data is immediately available for analysis. Whether you’re curating a data lake with Cloud Storage and Dataproc, moving data into BigQuery for data warehousing, or transforming data to land it in a relational store like Cloud Spanner, Cloud Data Fusion’s integration makes development and iteration fast and easy.

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Lyftrondata

Whether you want to build a governed delta lake, data warehouse, or simply want to migrate from your traditional database to a modern cloud data warehouse, do it all with Lyftrondata. Simply create and manage all of your data workloads on one platform by automatically building your pipeline and warehouse. Analyze it instantly with ANSI SQL, BI/ML tools, and share it without worrying about writing any custom code. Boost the productivity of your data professionals and shorten your time to value. Define, categorize, and find all data sets in one place. Share these data sets with other experts with zero codings and drive data-driven insights. This data sharing ability is perfect for companies that want to store their data once, share it with other experts, and use it multiple times, now and in the future. Define dataset, apply SQL transformations or simply migrate your SQL data processing logic to any cloud data warehouse.

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Conversionomics

Set up all the automated connections you want, no per connection charges. Set up all the automated connections you want, no per-connection charges. Set up and scale your cloud data warehouse and processing operations – no tech expertise required. Improvise and ask the hard questions of your data – you’ve prepared it all with Conversionomics. It’s your data and you can do what you want with it – really. Conversionomics writes complex SQL for you to combine source data, lookups, and table relationships. Use preset Joins and common SQL or write your own SQL to customize your query and automate any action you could possibly want. Conversionomics is an efficient data aggregation tool that offers a simple user interface that makes it easy to quickly build data API sources. From those sources, you’ll be able to create impressive and interactive dashboards and reports using our templates or your favorite data visualization tools.

Starting Price: $250 per month

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RestApp

RestApp is a No Code Data Activation platform that empowers anyone with an all-in-one solution to connect, model, and sync any data with his favorite tools. RestApp enables Data & Ops teams to activate data in minutes with No-Code by: - Connecting with your favorite databases and business apps - Modeling your data with drag-and-drop SQL, NoSQL and Python functions and then easily creating and sharing your queries with your teammates - Syncing automatically your data with your tools. With RestApp, you are notably able by using our templates to: - Computing your main financial KPIs: churn rate, MRR, ARR, ACV, ARPU, LVT - Computing your customers’ lead scoring - Generate automatic cohort analysis

Starting Price: Free

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Gravity Data

Gravity

Gravity's mission is to make streaming data easy from over 100 sources while only paying for what you use. Gravity removes the reliance on engineering teams to deliver streaming pipelines with a simple interface to get streaming up and running in minutes from databases, event data and APIs. Everyone in the data team can now build with simple point and click so that you can focus on building apps, services and customer experiences. Full Execution trace and detailed error messaging for quick diagnosis and resolution. We have implemented new, feature-rich ways for you to quickly get started. From bulk set-up, default schemas and data selection to different job modes and statuses. Spend less time wrangling with infrastructure and more time analysing data while allowing our intelligent engine to keep your pipelines running. Gravity integrates with your systems for notifications and orchestration.

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Numbers Station

Accelerating insights, eliminating barriers for data analysts. Intelligent data stack automation, get insights from your data 10x faster with AI. Pioneered at the Stanford AI lab and now available to your enterprise, intelligence for the modern data stack has arrived. Use natural language to get value from your messy, complex, and siloed data in minutes. Tell your data your desired output, and immediately generate code for execution. Customizable automation of complex data tasks that are specific to your organization and not captured by templated solutions. Empower anyone to securely automate data-intensive workflows on the modern data stack, free data engineers from an endless backlog of requests. Arrive at insights in minutes, not months. Uniquely designed for you, tuned for your organization’s needs. Integrated with upstream and downstream tools, Snowflake, Databricks, Redshift, BigQuery, and more coming, built on dbt.

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Kleene

Easy data management to power your business. Connect, transform and visualize your data fast and in a scalable way. Kleene makes it easy to access all the data that lives in your SaaS software. Once the data is extracted, it is stored and organized in a cloud data warehouse. The data is cleaned and organized for analysis purposes. Easy to use dashboards to gain insights and make data-driven decisions to power your growth. Never waste time again building your own data pipelines. 150+ pre-built data connectors library. On-demand custom connector build. Always work with the most up-to-date data. Set up your data warehouse in minutes with no engineering required. Accelerate your data model building thanks to our unique transformation tooling. Best-in-class data pipeline observability and management. Access Kleene’s industry-leading dashboard templates. Level up your dashboards using our wide industry expertise.

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DataChannel

Unify data from 100+ sources so your team can deliver better insights, rapidly. Sync data from any data warehouse into business tools your teams prefer. Efficiently scale data ops using a single platform custom-built for all requirements of your data teams and save up to 75% of your costs. Don't want the hassle of managing a data warehouse? We are the only platform that offers an integrated managed data warehouse to meet all your data management needs. Select from a growing library of 100+ fully managed connectors and 20+ destinations - SaaS apps, databases, data warehouses, and more. Completely secure granular control over what data to move. Schedule and transform your data for analytics seamlessly in sync with your pipelines.

Starting Price: $250 per month

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Best ETL Software for Google Cloud BigQuery

Compare the Top ETL Software that integrates with Google Cloud BigQuery as of October 2025

What is ETL Software for Google Cloud BigQuery?