Google Cloud Ready - BigQuery Partners

The BigQuery Validation Program lets partners validate their integrations into BigQuery to ensure the best integration possible. Our BigQuery Validation Program has three phases:

  • Evaluate: Google teams run a series of data integration tests in a sandboxed production environment and compare results against best practices and performance benchmarks.
  • Enhance: We take the results from the Evaluate phase and work with our partners to fill in the gaps, if any.
  • Enable: Together with our partners, we refine existing documentation to make sure our mutual customers have everything they need to successfully work with our products.

This document lists the partner solutions that have been validated as part of the Google Cloud Ready - BigQuery program. Third-party software is not supported by Cloud Customer Care when it has been identified that BigQuery is working as intended. These solutions are organized by the following categories:

BI, ML, & Advanced Analytics

Actable

Solution Predictable
Category BI, ML, & Advanced Analytics
Description Actable is a customer data accelerator that helps enterprises organize, analyze, and deploy data through consultative services and ML modeling. Our typical engagements are marketing-oriented in their outcomes, where Actable acts as an expert advisor and intermediary between marketing, IT, and BI stakeholders.
Partner references
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Amplitude

Solution Amplitude Analytics
Category BI, ML, & Advanced Analytics
Description Amplitude is an event-based analytics tool that tracks the behaviors of users based on in-product interactions and analyzes user behavior in real-time. Event-based analytics is the method of tracking and analyzing interactions between users and products, also known as events.
Partner references

AtScale

Solution AtScale Enterprise
Category BI, ML, & Advanced Analytics
Description AtScale enables smarter decision-making by accelerating the flow of data-driven insights. The company's semantic layer platform simplifies, accelerates, and extends business intelligence and data science capabilities for enterprise customers across all industries. With AtScale, customers are empowered to democratize data, implement self-service BI and build a more agile analytics infrastructure for better, more impactful decision making.
Partner references
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BoostKPI

Solution BoostKPI
Category BI, ML, & Advanced Analytics
Description Use BoostKPI to identify and receive alerts about granular anomalies in your business data stored in BigQuery, as well as the root causes of these anomalies. BoostKPI is used by dozens of organizations, including Fortune 500 companies, to quickly answer why a KPI is changing.
Partner references
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Carto

Solution CARTO spatial analytics platform
Category BI, ML, & Advanced Analytics
Description CARTO is the spatial analysis (or GIS) platform of choice for market-leading location data and visualization, built for the cloud. Data scientists, developers, and analysts use CARTO to optimize business processes and predict future outcomes through the power of spatial data science.
Partner references
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Databricks

Solution Databricks Lakehouse
Category BI, ML, & Advanced Analytics
Description

Databricks SQL provides an easy-to-use platform for analysts who want to run SQL queries on their data lake, create multiple visualization types to explore query results from different perspectives, and build and share dashboards.

The Databricks Lakehouse Platform combines the best elements of data lakes and data warehouses to deliver the reliability, strong governance, and performance of data warehouses with the openness, flexibility, and machine learning support of data lakes.
Partner references
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Dataiku

Solution Dataiku DSS
Category BI, ML, & Advanced Analytics
Description

Dataiku DSS is a data platform designed to help businesses of all sizes utilize artificial intelligence and machine learning technologies to prepare, visualize, monitor, and deploy datasets. Designed for analytics leaders, data scientists, IT engineers, and business analysts, Dataiku DSS lets users automatically detect, connect, and unify all data sources on a centralized platform.

Key features of Dataiku DSS include data exploration, data preparation, model deployment, knowledge sharing, and change management. It lets users gain insight into datasets through univariate and multivariate statistics, create custom visualizations using a drag-and-drop interface, and share reports with all stakeholders. Plus, it provides a built-in orchestration tool, which lets analysts manage tasks, trigger policies, automate workflows, and more.
Partner references Dataiku DSS for BigQuery
Partner Advantage page Direct link

DataRobot

Solution DataRobot AI Cloud
Category BI, ML, & Advanced Analytics
Description DataRobot lets business analysts build predictive analytics with no knowledge of machine learning (ML) or programming. It uses automated ML to build and deploy accurate predictive models in a short span of time. DataRobot delivers a wizard-style of user experience to generate ML models. In just a few steps, businesses can deploy a real-time predictive analytics service backed by an accurate ML model. It all starts by uploading the dataset to the DataRobot platform, which accepts input from a file, a remote URL, a JDBC data source, or HDFS.
Partner references
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DBeaver

Solution Dbeaver Team Edition
Category BI, ML, & Advanced Analytics
Description DBeaver is a universal database management tool for everyone who needs to work with data professionally. With DBeaver you can manipulate your data, for example, in a regular spreadsheet, create analytical reports based on records from different data storages, and export information in an appropriate format. For advanced database users, DBeaver suggests a powerful SQL editor, administration features, abilities of data and schema migration, monitoring database connection sessions, and more.
Partner references
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Deepnote

Solution Deepnote
Category BI, ML, & Advanced Analytics
Description Deepnote is a new kind of data science notebook. Jupyter-compatible with real-time collaboration and running in the cloud.
Partner references
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DinMo

Solution DinMo
Category BI, ML, & Advanced Analytics
Description DinMo transforms all customer touch points into high-value audiences and helps users leverage them in all activation platforms without code or engineering in less than 5 minutes.
Partner references

Domo

Solution Domo Business Intelligence
Category BI, ML, & Advanced Analytics
Description Domo's Business Cloud is the world's first customizable platform that enables you to identify and act on strategic opportunities in real time. With Domo you can bring all your people together around your Google Cloud data - with Domo's pre-built BigQuery, Cloud Storage and SQL connectors - for seamless collaboration and real-time business insights.
Partner references
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Dreamdata

Solution Dreamdata digital analytics
Category BI, ML, & Advanced Analytics
Description Dreamdata gathers, joins and cleans all revenue-related data to present transparent, actionable analysis of what drives B2B revenue.
Partner references
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GrowthLoop

Solution GrowthLoop Audience Builder
Category BI, ML, & Advanced Analytics
Description GrowthLoop is a lightweight 1st Party Data Platform that enables your analytics team to leverage the hard work they have already done in BigQuery. With GrowthLoop, you can activate 100% of your customer data in minutes by creating customer segments based on the entire customer profile and measuring impact all within BigQuery. GrowthLoop provides the easiest way for your team to create customer segments in a visual builder on BigQuery with No SQL required.
Partner references
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Hex

Solution Hex Data Workspace
Category BI, ML, & Advanced Analytics
Description Hex is a platform for collaborative analytics and data science. Users can connect to BigQuery, write SQL and Python in a collaborative notebook interface, and build interactive data apps to share with anyone. Hex unifies data workflows and brings everyone into the same workspace. Everybody, regardless of technical skill level or role, can explore, comment, and collaborate on data projects in real time.
Partner references
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Lytics

Solution Lytics
Category BI, ML, & Advanced Analytics
Description Lytics is a customer data platform (CDP) that helps businesses collect, unify, and activate customer data from across their marketing, sales, and service channels. Lytics' CDP is designed to help businesses create personalized customer experiences, build better marketing campaigns, and improve customer retention.
Partner references
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MicroStrategy

Solution MicroStrategy BI
Category BI, ML, & Advanced Analytics
Description MicroStrategy is business intelligence software that offers a wide range of data analytics capabilities. As a suite of applications, it offers Data Discovery, Advanced Analytics, Data Visualizations, Embedded BI, and Banded Reports and Statements.
Partner references
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Mode

Solution Mode Analytics
Category BI, ML, & Advanced Analytics
Description Mode is a modern analytics and BI solution that brings together a SQL editor, Python notebook, and R. Users can perform data visualization, create charts and dashboards, and then share analysis with a click. Mode provides easy analytics collaboration capabilities and external sharing options. Mode helps produce compelling reports, dashboards, and visualizations.
Partner references
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Neo4j

Solution Neo4j Graph Database
Category BI, ML, & Advanced Analytics
Description Neo4j gives developers and data scientists the most trusted and advanced tools to quickly build today's intelligent applications and machine learning workflows. Available self-hosted or as a fully managed cloud native service, Neo4j AuraDB which provides a Graph Database-as-a-service in the Cloud to store, query, analyze and manage highly connected data. Neo4j AuraDB provides both vertical and horizontal use cases, without introducing data integrity or consistency issues using its Causal Clustering architecture, which also supports Multi-Clustering.
Partner references
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NetSpring

Solution NetSpring Product & Behavioral Analytics
Category BI, ML, & Advanced Analytics
Description NetSpring offers next-generation, warehouse-native Product & Behavioral Analytics with the analytical power of Business Intelligence (BI).
Partner references
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PowerBI

Solution Power BI Desktop
Category BI, ML, & Advanced Analytics
Description Microsoft Power BI is a data analytics and sharing platform that works on-premises or on the cloud. This industry-leading business intelligence (BI) tool scales to fit small jobs or big enterprise datasets. With Power BI, developers can easily add custom interactive dashboards, visuals, and reports to their apps and websites. It supports direct connection mode besides the import mode while connecting to Google BigQuery. This lets you analyze data in place without moving the data and take full advantage of Google Cloud's computing capacity.
Partner references Connection between Power BI and Google BigQuery

Qlik

Solution Qlik Sense
Category BI, ML, & Advanced Analytics
Description Qlik Sense is a business intelligence (BI) and visual analytics platform that supports a range of analytic use cases. Built on Qlik's unique Associative Engine, it supports a full range of users and use cases across the lifecycle, from data to insight–with self-service analytics, interactive dashboards, conversational analytics, custom and embedded analytics, mobile analytics, and reporting. The solution comes in three different editions: Qlik Sense Enterprise, Business, and Team. Qlik Sense can be deployed in the cloud or on-premises.
Partner references
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SAS

Solution SAS Viya
Category BI, ML, & Advanced Analytics
Description SAS Viya is for high-performance in-memory analytics and machine learning. SAS Studio is an integrated web-based programming environment. SAS Cloud Analytic Services (CAS) is the analytic engine. SAS Visual Analytics provides a single application for reporting, data exploration and analytics. SAS Viya supports connectivity with BigQuery natively as well as through Simba.
Partner references
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Sigma Computing

Solution Sigma platform
Category BI, ML, & Advanced Analytics
Description

Sigma is a pure modern cloud SaaS\ solution that is designed to leverage the full power and flexibility of cutting-edge cloud data warehouse technology. It overcomes the limitations of traditional business intelligence and analytics tools.

Sigma curates datasets, iteratively analyzes data, and makes calculations against billions of rows of live data using spreadsheet skills, pivot tables, and formulas to find answers in seconds.

Sigma eliminates BI bottlenecks and inaccurate analyses by establishing a single, reusable, and accessible source of truth for all users to query. Sigma transforms the data modeling process into a collaborative one; users can edit tables and create visualizations together, enabling better communication and decision making by forging a bridge between data teams and business users.
Partner references
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Sisense

Solution Sisense Fusion Analytics
Category BI, ML, & Advanced Analytics
Description The Sisense data and analytics platform is a complete end-to-end BI platform that empowers data engineers, developers, and analysts to build analytic apps that deliver highly-interactive user experiences. Sisense is a BI software that collects and unifies data into a single repository. The Sisense Elastic Data Engine provides the flexibility to prepare, query, and manage data within BigQuery using both code and a web-based, visual data modeling experience.
Partner references
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Snowplow

Solution Snowplow BDP
Category BI, ML, & Advanced Analytics
Description Snowplow is a best-in-class data collection platform built for Data Teams. With Snowplow you can collect rich, high-quality event data from all your platforms and products. Your data is available in real-time and is delivered to your data warehouse of choice where it can easily be joined with other data sets and used to power BI tools, custom reports or machine learning models.
Partner references
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Starburst Data

Solution Starburst Galaxy
Category BI, ML, & Advanced Analytics
Description Starburst Galaxy is the cloud-born and fully-managed service of the Starburst massively parallel processing (MPP) and highly-performant query engine. It allows users to query a variety of data sources, or join data across multiple data sources, through a single query. Users can connect numerous data sources, such as distributed object storage and relational database management systems, and query them all at the same time.
Partner references
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Tableau

Solution Tableau Server
Category BI, ML, & Advanced Analytics
Description Tableau integrates seamlessly with the entire Google Cloud platform to ensure maximum efficiency for all of your analytics needs. Google Cloud is the enterprise solution of choice for many organizations with large and complex data problems. With Tableau, any user can visually explore that data in real time. Tableau captures the entire spectrum by connecting natively to Google Analytics, Google Adwords, Google BigQuery, and Cloud SQL to analyze billions of rows in seconds without writing a single line of code. With no need to move data to in-memory storage, you can analyze data in-place to take full advantage of Google Cloud's computing capacity, providing an end-to-end analytics solution.
Partner references
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Tecton

Solution Feature Platform
Category BI, ML, & Advanced Analytics
Description Tecton's feature platform for ML enables data scientists to turn raw data into production-ready features, the predictive signals that feed ML models. The founders created the Uber Michelangelo ML platform, and the team has extensive experience building data systems for industry leaders like Google, Facebook, Airbnb and Uber.
Partner references
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Tellius

Solution Tellius
Category BI, ML, & Advanced Analytics
Description

Tellius is an AI-powered modern analytics platform that helps you explore, analyze, and generate insights from petabytes of data easily, at cloud scale, allowing everyone to self-serve analytics in natural language.

Tellius features natural language search, automated insights that help users understand 'why' metrics change, and no/low code ML modeling (autoML) empowers everyone to create, consume, and operationalize data-driven insights.
Partner references
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ThoughtSpot

Solution ThoughtSpot Analytics
Category BI, ML, & Advanced Analytics
Description

ThoughtSpot is a business intelligence and big data analytics platform that helps you explore, analyze and share real-time business analytics data easily.

ThoughtSpot empowers everyone to create, consume, and operationalize data-driven insights. ThoughtSpot's consumer-grade search and AI technology delivers true self-service analytics that anyone can use.
Partner references
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Windsor.ai

Solution Windsor.ai Marketing data Attribution
Category BI, ML, & Advanced Analytics
Description

Windsor.ai is a marketing data attribution software that helps performance marketers and data engineers get their job done efficiently. It collects all your dispersed marketing data and delivers it to your preferred reporting, analytics, or storage platform - whether it's a spreadsheet, data visualization tool, or marketing data warehouse.
Partner references
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Zing Data

Solution Embedded Analytics
Category BI, ML, & Advanced Analytics
Description

Zing is a mobile first platform to easily use data on mobile. Zing is a simple, collaborative business intelligence that works anywhere. With apps on iOS, Android, and the web it's easy to ask questions on the go of your company's data.
Partner references
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Connectors & Developer Tools

CData

Solution Google BigQuery ODBC Driver
Category Connectors & Developer Tools
Description The Google BigQuery ODBC Driver is a powerful tool that lets you connect with live BigQuery data directly from any applications that support ODBC connectivity. Access BigQuery like you would a database: read, write, and update datasets, tables, etc. through a standard ODBC driver interface. CDATA drivers have costs associated with them. Use these in situations where the customer specifies them, or specific tool functionality requires them.
Partner references
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Kingswaysoft

Solution Kingswaysoft - SSIS Component for BigQuery
Category Connectors & Developer Tools
Description This solution is easy to use, offering code-less integration between Google BigQuery and virtually any other application or database system. It is built utilizing Microsoft SQL Server Integration Services (SSIS), a performant and flexible ETL platform, which lets your team take advantage of the technologies and skills they already have. The drag-and-drop user interface makes it easy to set up powerful integration within a matter of minutes.
Partner references

Magnitude

Simba JDBC Driver

Solution Simba JDBC Driver
Category Connectors & Developer Tools
Description

Google has collaborated with Magnitude Simba to provide ODBC and JDBC drivers that leverage the power of BigQuery's GoogleSQL. The Simba Google BigQuery JDBC Connector enables business intelligence (BI), analytics, and reporting on data that is stored in BigQuery.

BigQuery can be accessed using both ODBC and JDBC drivers. There are two primary use cases for using these drivers. The first is to connect OEM tools like reporting/analytics applications or ETL type tools to BigQuery (i.e., Tableau, PowerBI, and Informatica). The second would be to connect a custom application to BigQuery.
Partner references
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Simba ODBC Driver

Solution Simba ODBC Driver
Category Connectors & Developer Tools
Description

Google has collaborated with Magnitude Simba to provide ODBC and JDBC drivers that leverage the power of BigQuery's GoogleSQL.

The Simba Google BigQuery ODBC Connector enables business intelligence (BI), analytics, and reporting on data that has been uploaded to Google Storage. The connector complies with the ODBC 3.80 data standard and adds important functionality such as Unicode, as well as 32- and 64-bit support for high-performance computing environments on all platforms.
Partner references
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Progress

Solution DataDirect ODBC Driver for Google BigQuery
Category Connectors & Developer Tools
Description Progress drivers have costs associated with them. Use these in situations where the customer specifies them, or where specific tool functionality requires them.
Partner references
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ZappySys

Solution ZappySys - SSIS Component for BigQuery
Category Connectors & Developer Tools
Description ZappySys connectors for Google BigQuery provide read / write capability inside your app. Using these drag-and-drop, high-performance connectors, you can perform many Google BigQuery operations without any coding. You can use this connector to integrate Google BigQuery API data inside apps like SSIS, SQL Server, or popular ETL Platforms / BI Tools/ Reporting Apps / Programming languages.
Partner references

Data Governance, Security, & MDM

Alation

Solution Alation Data Catalog
Category Data Governance, Security, & MDM
Description

The Alation platform combines machine learning and crowdsourcing to automate and accelerate data stewardship, data classification, business glossary, and data quality documentation.

Alation automatically catalogs data quality information including metrics, reports, and lineage alongside data, informing data consumers of data context and quality.
Partner references
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Collibra

Solution Collibra Data Intelligence Cloud
Category Data Governance, Security, & MDM
Description Collibra Data Intelligence Cloud is the system of record for data. Collibra delivers the only end-to-end, integrated data intelligence platform that's purpose-built to automate data workflows and deliver trusted data insights to users. The platform is open and extensible, with an enterprise security and stability approach that meets customer standards for reliability, privacy, and compliance. The Collibra platform and the products built on top of it help enterprises use their data to achieve meaningful business outcomes.
Partner references
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Immuta

Solution Immuta Data Security Platform
Category Data Governance, Security, & MDM
Description Immuta provides data access and security mechanisms to complex data policies. The Automated Data Governance Platform creates trust across security, legal, compliance, and business teams, empowering them to work together to ensure timely access to critical business data while protecting sensitive data and ensuring customer privacy.
Partner references
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Privacera

Solution PrivaceraCloud
Category Data Governance, Security, & MDM
Description Privacera simplifies BigQuery access control capabilities. It defines, manages, and enforces access control across projects, datasets, tables, columns, and views from a single, centralized location. It ensures data governance and security policies are met internally and externally.
Partner references
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Reltio

Solution Reltio Connected Data Platform
Category Data Governance, Security, & MDM
Description

The Reltio Connected Data Platform is a cloud-based data management platform that lets organizations create a unified, trusted real-time source for their core data. It supports billions of customer profiles that are enriched with thousands of attributes, relationships, transactions, and interactions from hundreds of data sources. It also powers enterprise-class, mission-critical applications to operate 24/7 with highly scalable, real-time APIs.

The Reltio Connected Data Platform scales seamlessly to deliver elastic performance and supports the throughput that the enterprises need for operational or analytical use cases. It uses the polyglot data storage technology, which provides agility to add or remove data sources or attributes without any downtime.

The Reltio Connected Data Platform is built on the foundation of Master Data Management (MDM). It is enriched with graph technology to uncover the value of relationships. It uses machine learning to discover deeper data insights and improve data quality. The built-in workflow management system helps your organization simplify compliance requirements and improve data stewardship productivity.
Partner references
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SecuPi

Solution SecuPi Platform
Category Data Governance, Security, & MDM
Description

SecuPi offers a Data Centric, Privacy, Governance and Security Platform and helps protect, monitor and manage access to sensitive data over on-premise and cloud platforms.
Partner references
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Tamr

Solution Tamr Mastering
Category Data Governance, Security, & MDM
Description Tamr Mastering is a template-based SaaS MDM solution, built on Google Cloud technologies such as Dataproc, Bigtable, and BigQuery. It helps customers scale modern data pipelines with excellent performance and controlled costs.
Partner references
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Vaultree

Solution Vaultree
Category Data Governance, Security, & MDM
Description Vaultree offers a data-in-use encryption solution that solves the industry's fundamental security issue: persistent data encryption, even in the event of a leak. Vaultree enables enterprises, including those in the financial services and healthcare/pharmaceutical sectors, to mitigate the great financial, cyber, legal, reputational, and business risk of a data breach.
Partner references
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Data Quality, Observability, & FinOps

AgileData

Solution AgileData Platform
Category Data Quality, Observability, & FinOps
Description AgileData reduces the complexity of managing your data in a Simply Magical Way. We remove the need for you to configure your own data platform or hire a team of data engineers. We do this by combining our AgileData SaaS data product, which is built on top of Google Cloud, with our AgileData Way of Working, to deliver your data for you.
Partner references
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Anomalo

Solution Anomalo Data Quality
Category Data Quality, Observability, & FinOps
Description Anomalo is a complete data quality platform that automatically detects and explains issues in enterprise data. Anomalo helps users get ahead of data issues by automatically detecting them as soon as they appear in data and before anyone else is impacted. Anomalo helps BigQuery customers trust the data they use to make decisions and build products. The partnership gives customers a way to monitor data quality in any BigQuery table without writing code, configuring rules, or setting thresholds.
Partner references
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Datadog

Solution Datadog Modern Infrastructure Monitoring
Category Data Quality, Observability, & FinOps
Description Datadog offers services in infrastructure performance, availability, and monitoring. Datadog is a service for IT, operations, and development teams who write and run applications at scale and want to turn the massive amounts of data produced by their apps, tools, and services into actionable insights.
Partner references
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Decube

Solution Data Trust Platform
Category Data Quality, Observability, & FinOps
Description Decube is a unified platform that integrates with your data stack enabling you to effortlessly monitor, manage, and govern your data assets with its Data Observability, Catalog and Governance modules. Decube's Data Observability module enables data teams to understand the state and quality of their data across their data infrastructure including data pipelines. With Decube's automated and custom data quality test functionality, data teams are able to continuously monitor their data pipelines and receive alerts on their preferred communication tools (MS Teams, Webhook, Email, or Slack) on failures.
Partner references
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Dynatrace

Solution Dynatrace Infrastructure Monitoring
Category Data Quality, Observability, & FinOps
Description Dynatrace is a software-intelligence monitoring platform that simplifies enterprise cloud complexity and accelerates digital transformation. With DAVIS (the Dynatrace AI causation engine) and complete automation, the Dynatrace all-in-one platform provides answers, not just data, about the performance of applications, their underlying infrastructure, and the experience of end users. Dynatrace is used to modernize and automate enterprise cloud operations, release higher-quality software faster, and deliver optimum digital experiences to an organization's customers.
Partner references
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Followrabbit

Solution Rabbit by Aliz
Category Data Quality, Observability, & FinOps
Description Rabbit is a comprehensive FinOps platform, specializing in cloud cost management and optimization. Our mission is to provide unparalleled cloud cost transparency by enabling users to drill down into the smallest cost drivers within each service. Whether it's analyzing costs at the query level in BigQuery or optimizing Kubernetes workloads, Rabbit has you covered.
Partner references
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Masthead Data

Solution Data Monitoring
Category Data Quality, Observability, & FinOps
Description Masthead Data is a data reliability platform that helps organizations govern their data and ensure it is of the highest quality. We offer a platform that allows organizations to track, find, and fix data errors before it slips into data consumers' dashboards. Masthead Data increases trust in companies' data through machine learning automation.
Partner references
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Monte Carlo

Solution Monte Carlo Data Observability Platform
Category Data Quality, Observability, & FinOps
Description Monte Carlo Data Observability Platform is an end-to-end solution that monitors and alerts for data issues across your data warehouses, data lakes, ETL, and business intelligence tools. The platform uses machine learning to infer and learn your data, proactively identify data issues, assess impact, and notify those who need to know.
Partner references

New Relic

Solution New Relic Infrastructure Monitoring
Category Data Quality, Observability, & FinOps
Description New Relic provides performance, availability, and monitoring services that improve your product, improve your business, and keep your customers happy. Users gain instant end-to-end intelligence across customer experience, application performance, and dynamic infrastructure.
Partner references
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Soda

Solution Soda Cloud Platform
Category Data Quality, Observability, & FinOps
Description Soda provides a way to define data quality expectations, write data quality checks, and run scans to surface bad-quality data. Soda can be used to test data in development, in your pipeline, and in production. It also provides a clear view of data quality so that everyone can see the health and quality of your data.
Partner references
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Unravel Data

Solution Unravel Platform
Category Data Quality, Observability, & FinOps
Description Unravel is a DataOps platform that enables data teams to intelligently optimize, automatically troubleshoot, and proactively control the costs of data pipelines and applications. It is designed for modern data stacks, and captures, correlates, and analyzes the granular insights needed to maximize business value from data. Unravel works with most modern data stack systems, including Databricks, Amazon EMR, BigQuery, and Snowflake.
Partner references
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Validio

Solution Validio Platform
Category Data Quality, Observability, & FinOps
Description Validio is the next generation data quality and reliability platform and offers the only data quality solution on the market monitoring and validating both data in motion and data at rest on datapoint and pipeline metadata level. The platform offers simple manual rules to support domain knowledge transfer as well as advanced statistical and ML-based tests with auto thresholds to get started quickly and scale across multiple tables. Advanced monitoring features include multivariate analysis, data monitoring through data partitioning, and real-time auto resolution.
Partner references
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ETL & Data Integration

Airbyte

Solution Airbyte Cloud
Category ETL & Data Integration
Description Airbyte is an open source data integration platform that syncs data from applications, APIs, and databases to data warehouses, lakes, and other destinations. Airbyte Cloud moves away from the industry norm of volume-based pricing, which prevents companies from replicating data sources with high volumes, like databases, because the cost becomes prohibitive.
Partner references
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Aiven

Solution Aiven Data Platform
Category ETL & Data Integration
Description

Aiven offers popular & proven open source database and messaging software as easy-to-adopt, fully managed, highly available, secure & compliant SaaS solutions like Kafka, Kafka Connect, Kafka MirrorMaker, PostgreSQL, MySQL, Elasticsearch, Cassandra, Redis and M3DB.

Apache Kafka as a fully managed service, deployed in Google Cloud and a full set of capabilities to build your streaming data pipelines.
Partner references
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Alteryx

Solution Alteryx Designer
Category ETL & Data Integration
Description

Alteryx is a unified, workflow-based analytics platform with a simple drag-and-drop experience. It lets users blend, prepare, and analyze data as well as provide low-code or no-code modeling and data science. It also provides spatial modeling capabilities and connects to a wide range of databases and file types. Alteryx natively provides input and output tools to connect with BigQuery, and it's compatible with the in-database tools for query orchestration.

Alteryx Designer is a leading solution for data prep, blending, and analytics, with drag-and-drop capabilities that speed up every step of the analytic process.
Partner references

Arcion Labs

Solution Arcion Cloud
Category ETL & Data Integration
Description Arcion is a cloud-native, zero-code data mobility platform that helps organizations deploy high-performance, real-time data pipelines. Arcion can be used to replicate data from a variety of sources, including databases, files, and SaaS applications.
Partner references
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Ascend.io

Solution Ascend.io Data Pipeline Automation Platform
Category ETL & Data Integration
Description

Ascend.io is a data pipeline automation platform that helps businesses build, manage, and monitor their data pipelines. Ascend.io's platform is designed to be easy to use, scalable, and secure.
Partner references
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CaliberMind

Solution CaliberMind
Category ETL & Data Integration
Description CaliberMind is a centralized database and workflow engine for your enterprise business, allowing savvy marketers to unlock revenue and better customer experiences. We do all the heavy lifting of exporting data from your tools like Marketo, Salesforce, and Google Sheets into one place, empowering you to break down data silos and execute on key initiatives for your company like account-based marketing (ABM), attribution (marketing measurement), and data governance (deduplication, enriching, GDP).
Partner references

Calibrate Analytics

Solution Calibrate Analytics Platform
Category ETL & Data Integration
Description Calibrate Analytics is a data analytics company that empowers businesses to take control of data. Our solutions help companies transform customer data into actionable insights that increase efficiency and boost revenue. From its full-service platform, Launchpad, to our wide range of custom services, the Calibrate Analytics team has the tools and expertise to help track, visualize, and act on data and take users' business to the next level.
Partner references

CData

Solution SQL Server Integration Services (SSIS) component for BigQuery
Category ETL & Data Integration
Description SQL Server Integration Services (SSIS) is a component of the Microsoft SQL Server database software that can be used to perform a broad range of data migration tasks. SSIS is a platform for data integration and workflow applications. It features a data warehousing tool used for data extraction, transformation, and loading. CData Software is a leading provider of data access and connectivity solutions. Using the CDATA Google BigQuery Connection Manager, you can connect to BigQuery through SSIS Workflows.
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Census

Solution Census Reverse ETL
Category ETL & Data Integration
Description

Census is a reverse ETL tool and operational analytics platform that lets you sync your trusted analytics data from your hub into operational tools that your business teams use on a daily basis.

Operational analytics lets you sync data directly from your data warehouse into the frontline tools (like Salesforce, Hubspot, and Marketo) that your team relies on every day to drive action, not just insights. It means better automation, better understanding between cross-functional teams, and more effective workflows.
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CloudQuery

Solution CloudQuery
Category ETL & Data Integration
Description CloudQuery is a high-performance data integration framework built for developers. CloudQuery extracts, transforms, and loads configuration from cloud APIs to a variety of supported destinations such as databases, data lakes, or streaming platforms for further analysis. CloudQuery supports multiple use cases including security, cost optimization, infrastructure, and development.
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Confluent

Solution Confluent Cloud
Category ETL & Data Integration
Description

Confluent Cloud provides a simple, scalable, resilient, and secure event-streaming platform. Confluent Cloud is a GUI-based system for managing and monitoring Kafka. It lets you easily manage Kafka Connect to create, edit, and manage connections to other systems. It also lets you monitor data streams from producer to consumer, assuring that every message is delivered.

You can use the Kafka Connect Google BigQuery Sink connector for Confluent Cloud to export Avro, JSON Schema, Protobuf, or JSON (schemaless) data from Apache Kafka® topics to BigQuery. The BigQuery table schema is based on information in the Apache Kafka® schema for the topic.
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Dataddo

Solution Data Integration Platform
Category ETL & Data Integration
Description Dataddo transforms and loads data to a wide variety of databases, DWHs, cloud storages, and BI/dashboarding applications allowing seamless interoperability with existing IT and BI stacks. Dataddo delivers flexibility in the expanding and increasingly diverse data analytics ecosystem.
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dbt Labs

Solution DBT
Category ETL & Data Integration
Description DBT (data build tool) lets data analysts, data scientists, and data engineers easily transform data in their warehouses while using the same practices that software engineers use to build applications. DBT specializes in the T of ELT; while it doesn't extract or load data, it's extremely good at transforming data that's already loaded into your warehouse: organizing, cleansing, denormalizing, filtering, renaming, and pre-aggregating raw data in BigQuery so that it's ready for analysis. For this reason it is best used in conjunction with other tools that specialize in data migration and data movement into and out of the warehouse.
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Denodo

Solution Denodo Platform
Category ETL & Data Integration
Description

The Denodo Platform provides business applications with easy access to integrated views of various heterogeneous and distributed, both structured and non-structured, data sources.

Data virtualization is a logical data layer that integrates all enterprise information across the disparate systems.

Data virtualization is the modern approach to data integration. Unlike ETL solutions, which replicate data, data virtualization leaves the data in source systems, simply exposing an integrated view of all the data to data consumers.
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Estuary

Solution Estuary Flow
Category ETL & Data Integration
Description Estuary builds a DataOps platform called Estuary Flow that integrates all of the systems you use to produce, process, and consume data. It provides UI simplicity and data engineering power to capture data from all your sources (including SaaS applications, databases, and streaming systems), derive transformations, and materialize low-latency views of those transformations.
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Fivetran

Fivetran Data Pipelines

Solution Fivetran Data Pipelines
Category ETL & Data Integration
Description

Fivetran is a leader in automated data integration and delivers ready-to-use connectors that automatically adapt as schemas and APIs change, ensuring consistent, reliable access to data. Fivetran is both a cloud-based ETL platform and data pipeline. This tool features a wide range of proprietary, prebuilt data connectors for every data source, it delivers analysis-ready schemas, and it adapts to source changes automatically. Fivetran improves the accuracy of data-driven decisions by continuously synchronizing data from source applications to any destination, letting analysts work with the freshest data that's possible.

Fivetran has recently partnered with BigQuery Data Transfer Service, letting users manage Fivetran data connectors within Google Cloud.
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HVR hub

Solution HVR hub
Category ETL & Data Integration
Description HVR is a scalable enterprise data replication and validation platform that lets you simplify high-volume, real-time data movement. HVR's simple yet powerful data integration and synchronization solution reduces infrastructure costs while allowing you to create new and improved services driven by data stored on-premises and in the cloud. With HVR, you can replace your batch processes with a variety of real-time data delivery and integration scenarios and enable consolidated, real-time analytics that improve your business insights.
Partner references Real-time data integration - Google BigQuery
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Funnel.io

Solution Funnel Platform
Category ETL & Data Integration
Description With Funnel, you get all the benefits of a typical ETL and more. Funnel helps digital marketers do the 3-step process to extract, transform, and load data, but we do it more simply for digital marketers and more agnostic than other tools.
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Gretel

Solution Gretel
Category ETL & Data Integration
Description Gretel is a multimodal synthetic data platform that leverages advanced generative AI and privacy-enhancing technologies.
Partner references

Hasura

Solution Hasura Cloud
Category ETL & Data Integration
Description Hasura is helping to build the modern world of globally relevant, data-driven applications and APIs. With the Hasura Engine, organizations benefit from the first ever GraphQL and REST Data API Platform
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Hevo

Solution Hevo Pipeline
Category ETL & Data Integration
Description Hevo is a no-code data pipeline (ETL) as a service. It helps enterprise customers move data from any source to a data warehouse, such as BigQuery, in real-time. Hevo delivers a user-friendly and reliable data integration platform for organizations with growing data needs. Users can use Hevo to automate the process of collecting data from over 100 applications and databases, loading it to a data warehouse, and making it analytics-ready.
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Hightouch

Solution Hightouch Reverse ETL
Category ETL & Data Integration
Description Hightouch is the easiest way to sync customer data from a data warehouse into tools like CRMs, email, and ad networks. Users can sync data using SQL from any source, such as data warehouses and spreadsheets, to over 70 tools.
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Incorta

Solution Incorta unified data & analytics platform
Category ETL & Data Integration
Description Incorta is a self-service data analytics platform that helps users gain a deeper understanding of their business and make quick, accurate decisions. It unifies data analytics, data science, and data pipelines, letting users process large volumes of complex data while bypassing the warehousing step. It offers real-time insights, personalized dashboards, and consolidated connections to numerous data sources.
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Informatica

Solution Informatica IICS
Category ETL & Data Integration
Description

Informatica Intelligent Cloud Services (IICS) is a cloud-based data integration platform that provides a variety of features such as business data integration, application integration, and API management between cloud and local applications. It is an iPaaS (Integration Platform as a Service) solution offered by Informatica.

This Informatica Data Integration platform brings in faster time-to-value (TTV) against your investment in a data integration tool. You don't need to buy software licenses and servers to install the software, but you only pay for the usage of the service.
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Integrate.io

Solution ETL (Xplenty)
Category ETL & Data Integration
Description Xplenty (ETL) is an ETL platform that requires no coding or deployment. It has a point-and-click interface that enables simple data integration, processing, and preparation. It also connects with a large variety of data sources and has all the capabilities needed to perform data analytics.
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Matillion

Solution Matillion ETL
Category ETL & Data Integration
Description Matillion is a data integration and transformation tool for cloud data warehouses that enables data journey by extracting, migrating, and transforming data in the cloud, allowing businesses to obtain new insights and make better business decisions. Matillion is a SaaS-based product that you can use to easily connect your source systems to Amazon Redshift, Snowflake, or BigQuery and help you take advantage of the power, flexibility, and economics of the cloud.
Partner references Matillion ETL for BigQuery
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Nexla

Solution Nexla Platform
Category ETL & Data Integration
Description Nexla is a data operations platform that helps teams create scalable, repeatable, and predictable data flows for any data use case. Analysts, business users, and data engineers use Nexla to integrate, automate, and monitor their incoming and outgoing data flows.
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Portable

Solution Portable ETL
Category ETL & Data Integration
Description A cloud-based ELT (Extract, Load, Transform) platform that enables no-code data pipeline creation. It offers a vast library of pre-built connectors to integrate data from various business applications with data warehouses.
Partner references

Precog

Solution Precog ELT
Category ETL & Data Integration
Description The world's first and only AI-powered data loading and transformation solution. Precog understands your data regardless of source, size, or structure and can load it directly into your Data Warehouse, DB, or BI/data science tool.
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Qlik

Solution Qlik Replicate
Category ETL & Data Integration
Description Qlik Replicate (formerly Attunity Replicate) is a high-performance data-replication tool offering optimized data ingestion from a broad array of data sources and platforms and seamless integration with all major big data analytics platforms. Qlik Replicate is primarily used for data migration and CDC (change data capture) and can be used in conjunction with other ETL or DBA tools.
Partner references Using BigQuery as a target - Qlik Replicate
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Retool

Solution Retool Cloud
Category ETL & Data Integration
Description Retool is the fast way to build internal tools. Visually design apps that interface with any database or API. Connects with Postgres, REST APIs, GraphQL, Firebase, Google Sheets, and more. Switch to code nearly anywhere to customize how your apps look and work.
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Rivery

Solution Rivery SaaS Platform
Category ETL & Data Integration
Description Rivery is a SaaS ELT platform for modern teams and data professionals. Rivery is for data management, data integration, data orchestration, data cleansing, and other vital data functionalities. Rivery's approach to data pipelining and data management incorporates automation and actionable logic into traditional data ETL/ELT processes and empowers data engineers to develop a centralized data management system rapidly. Rivery's data integration platform consolidates, transforms, and manages all of a company's internal and external data sources in the cloud.
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RudderStack

Solution RudderStack
Category ETL & Data Integration
Description

RudderStack is a customer data platform for developers. This tool makes it easy to deploy pipelines that collect customer data from every app, website, and SaaS platform, and then activate it in your warehouse and business tools. RudderStack replaces the need for a separate integration with each third-party tool, thereby unlocking rapid iteration for your product and growth teams.

RudderStack allows you to see the flow of your customer data across the entire software stack on a per-user basis. With RudderStack's Control Plane, you get to decide what data needs to go where–making sure you have complete visibility and control of your data.
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Skyvia

Solution Skyvia Cloud Data Platform
Category ETL & Data Integration
Description

Skyvia is a powerful data platform for solving a wide range of data challenges. It can help Google customers in consolidating data from various sources to Google BigQuery or loading data from it to other sources, import and export CSV files to/from file storages, creating refreshable Google Sheets reports with data from various sources and more.
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SnapLogic

Solution SnapLogic ETL Platform
Category ETL & Data Integration
Description

SnapLogic is an Integration Platform as a Service (iPaaS) tool for connecting Cloud data sources, SaaS applications and on-premises business software applications. The SnapLogic Integration Cloud allows for all types of integration: batch, real-time, and streaming. It is delivered as a multi-tenant cloud service, designed to handle any variety, volume, velocity (3Vs), and location of data.

SnapLogic powers the automated enterprise. The company's self-service, AI-powered integration platform helps organizations connect applications and data sources, automate common workflows and business processes, and deliver exceptional experiences for customers, partners, and employees. Thousands of enterprises around the world rely on the SnapLogic platform to integrate, automate, and transform their business.
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Striim

Solution Striim Platform
Category ETL & Data Integration
Description

Striim is a proprietary software that offers a non-intrusive, real-time data ingestion (including change data capture) and replication from multiple data sources to Google Cloud - with support for some light in-flight transformations and enrichments.

It includes a large number of built-in adapters to collect data from various data systems into Google Cloud services like BigQuery, Cloud Storage, Spanner, Pub/Sub and Cloud SQL.
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Supermetrics

Solution Supermetrics for BigQuery
Category ETL & Data Integration
Description

Supermetrics is the leading marketing data engine for effortless cross-channel data crunching and reporting. With Supermetrics, marketers can independently get all of their marketing data from different platforms to their favorite tools like Google Sheets, Looker Studio, and various BI tools. Supermetrics is a no-code solution. No programming skills or integration work is required. The solution involves the following steps:

  • Get the data
  • Connect
  • Analyze
  • Automate
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Tableau

Solution Tableau Prep Builder
Category ETL & Data Integration
Description

Tableau Prep Builder is a tool in the Tableau product suite designed to make preparing your data easy and intuitive. Use Tableau Prep Builder to combine, shape, and clean your data for analysis in Tableau.

Tableau Prep changes the way traditional data prep is performed in an organization. By providing a visual and direct way to combine, shape and clean data, Tableau Prep makes it easier for analysts and business users to start their analysis faster.
Partner references Connect to BigQuery data using Tableau Prep Builder
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Talend

Stitch

Solution Stitch
Category ETL & Data Integration
Description

Stitch is a cloud-first, open source platform for rapidly moving data. A simple, powerful ETL service, Stitch connects to all your data sources–from databases like MySQL.

Stitch's goal is to get data from your data sources to your destination in a useful, raw format. Useful means with types and structures that make the data easy to work with, and raw means staying as close to the original representation as possible. This doesn't mean that Stitch doesn't perform transformations during the replication process. Stitch just doesn't perform arbitrary transformations: Stitch will perform only the transformations required to ensure the loaded data is useful and compatible with your destination. The transformations Stitch performs are dependent on the destination you choose.
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Talend Cloud

Solution Talend Cloud
Category ETL & Data Integration
Description

Talend is a software integration platform that provides various software and services for data integration, data management, enterprise application integration, data quality, cloud storage, and Big Data.

Talend's more than 1,000 connectors and components make it easy to integrate data from almost any source: back-office applications, legacy databases, SaaS applications, IoT devices, and more. With support for any cloud data warehouse (AWS, Azure, Snowflake, Google Cloud) and both batch and real-time processing, users can ingest any data at any speed.
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Trifacta

Solution Dataprep by Trifacta
Category ETL & Data Integration
Description Dataprep by Trifacta is an intelligent data service for visually exploring, cleaning, and preparing structured and unstructured data for analysis, reporting, and machine learning. Because Dataprep is serverless and works at any scale, there is no infrastructure to deploy or manage. Your next ideal data transformation is suggested and predicted with each UI input, so you don't have to write code.
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