Best Cloud Data Integration Software

Cloud data integration software is software that moves and synchronizes data between applications and data stores without on-premise integration hardware. The pipelines themselves run in the cloud and are hosted by the vendor.

Solutions in this category span iPaaS, ETL tools, reverse ETL, big data integration platforms, embedded integration platforms, and enterprise service bus and middleware software. Organizations evaluate them on connector coverage for the applications already in use, transformation capability, error handling, and how much engineering support is needed to build and maintain a pipeline. The main distinction is between tools built for technical data teams and those designed for business users to configure directly.

Best Cloud Data Integration Software by type

G2 scores products inside each subcategory, against the products they actually compete with. Below are the three highest-scoring products in each type, in the same order as the navigation.

Rank Products Rating Reviews
1
Alteryx
Alteryx

Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action. Built for the people closest to the business, the Alteryx One platform is designed to work across an organization’s existing data and technology ecosystem. It enables business users to produce AI-ready datasets and define, maintain, and update business logic into visual workflows that AI uses to automate operations and insights. This business logic stays visible, understandable, repeatable, and auditable (VURA), so that teams can automate data-intensive workflows without coding. Alteryx closes the last-mile gap between data platforms and the decisions and operations that run the business—giving AI the trusted business context it needs to deliver reliable results. Over 8,000 customers worldwide, including more than half of the Global 2000, rely on Alteryx to improve revenue performance, manage costs, increase operational efficiency, and reduce risk. Collectively, they run more than 380 million workflows on Alteryx each year.

4.6/5

897

247 in last year

2
Google Cloud BigQuery
BigQuery

BigQuery is an AI-ready, petabyte-scale, and cost-effective data warehouse that lets you run analytics over vast amounts of data in near real time. Store 10 GiB of data and run up to 1 TiB of queries for free per month.

4.5/5

1,223

79 in last year

3
Snowflake
Snowflake

Snowflake makes enterprise AI easy, efficient and trusted. Thousands of companies around the globe, including hundreds of the world’s largest, use Snowflake’s AI Data Cloud to share data, build applications, and power their business with AI. The era of enterprise AI is here. Learn more at snowflake.com (NYSE: SNOW).

4.6/5

762

118 in last year

Showing top 3 of 134 Big Data Integration Platforms products

Rank Products Rating Reviews
1
Salesforce Platform
Salesforce Platform

The Salesforce Platform helps IT and security teams innovate fast, deploy securely, and protect their data. With our development and security tools built into the entire agent and app lifecycle on Salesforce, organizations can dive into AI innovation without compromising on security and compliance. And by building on Salesforce, development teams get a head start on AI projects by using the apps, workflows, data streams, and agents they've already built. Developers can develop agents and apps quickly, securely, and reliably, and IT can customize and extend Salesforce across the enterprise. And every customer can protect their data with security and compliance.

4.5/5

4,628

1,362 in last year

2
Cloudiway
Cloudiway

Cloudiway is a comprehensive Software-as-a-Service (SaaS) platform designed to facilitate seamless cloud migrations and ensure enterprise coexistence. It enables organizations to efficiently transfer data and content across various cloud environments, including Microsoft 365, Google Workspace, and other platforms, while maintaining data integrity and minimizing downtime. Key Features and Functionality: - Mailbox Migration: Transfers emails, calendars, contacts, and tasks between platforms such as Microsoft Exchange, Google Workspace, Lotus Notes, and Zimbra, ensuring no data loss or business disruption. - File and Site Migration: Migrates files and documents from sources like Google Drive, OneDrive, Box, and Dropbox, preserving permissions and metadata. It also handles complex migrations of collaborative sites, such as Google Sites to SharePoint Online. - Teams and Collaboration Migration: Facilitates the migration of Microsoft Teams, Slack, and Google Chat environments, including channels, conversations, files, and memberships. - Enterprise Coexistence: Ensures seamless collaboration between different email platforms during and after migrations through features like Global Address List synchronization (GALSync) and centralized email signature management. - Device Migration: Supports cross-tenant device migration for Windows devices, preserving user profiles, Outlook configurations, Office licenses, and settings during transitions between Microsoft 365 tenants. Primary Value and Solutions Provided: Cloudiway addresses the complexities associated with cloud migrations by offering a unified platform that supports a wide range of migration scenarios, including tenant-to-tenant consolidations, mergers, divestitures, and platform transitions. Its robust security measures, built on Microsoft Azure infrastructure with SOC 2 Type 2 certification, ensure data protection and compliance throughout the migration process. By automating and streamlining migration tasks, Cloudiway minimizes downtime, reduces operational risks, and enables organizations to achieve a smooth transition to their desired cloud environment.

4.9/5

257

113 in last year

3
MigrationWiz
MigrationWiz

All cloud migrations start with MigrationWiz, a fully automated, 100% SaaS migration solution that can be accessed at any time from anywhere. Sign up, configure, and initiate mailbox, document, personal archive, public folder, Microsoft Teams and Active Directory migration projects from a single, centralized user interface. Why MigrationWiz? Easy to Use - 100% SaaS with no special training, installations, or professional services required. One simple UI for all workloads. Fast & Scalable - Quickly move users and data to the Destination at-scale. Migrate as fast as Source bandwidth allows. Secure & Compliant - Data encrypted at rest and in-transit through Azure datacenters. Regional processing options available; we never store user data. Enterprise Reliability - Support migrations with seat counts in the thousands and complex business scenarios like mergers, acquisitions, or divestitures.

4.7/5

278

6 in last year

Showing top 3 of 289 Cloud Migration Software products

Rank Products Rating Reviews
1
Zapier
Zapier

Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and processes without relying on development teams. With our new visual editor, free Filter and Formatter tasks for more control, and reduced task-based pricing, you're going love automating with Zapier. It's free to sign up — no credit card required — and creating your first workflow, what we call a "Zap," is just a few clicks away. Since 2011, over 2 million business have turned to Zapier for their automation needs, including: lead management, sales pipeline, marketing campaigns, customer support, data management, project management, and tickets and incidents.

4.5/5

2,087

681 in last year

2
Workato
Workato

Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 customers including half the Fortune 500, Workato connects every system, process, and data source with 14,000+ pre-built connectors. What sets Workato apart: Enterprise MCP turns proven business processes into governed, agent-ready skills that any AI agent — Claude, ChatGPT, Cursor, or custom-built — can execute safely and predictably. No rip-and-replace required. Whether modernizing legacy integrations or deploying agentic AI at scale, Workato delivers the orchestration, governance, and trust needed in the enterprise.

4.7/5

800

174 in last year

3
Prismatic
Prismatic

Prismatic is the AI-enabled embedded iPaaS for B2B SaaS companies, the foundation for product extensibility. It brings productized integrations, embedded workflows, and agentic interactions together on one platform that handles everything that breaks at scale: authentication, deployment, monitoring, security, and compliance. Developers build and ship integrations 10x faster with code-native development and AI coding assistants. Customers build the workflows they need with embedded, white-labeled tools. And AI agents act across connected systems. Used by Fortune 500s and high-growth startups alike, Prismatic turns integrations from a bottleneck into a growth driver. Learn more at prismatic.io.

4.8/5

281

74 in last year

Showing top 3 of 60 Embedded Integration Platforms products

Rank Products Rating Reviews
1
MuleSoft Anypoint Platform
MuleSoft Anypoint Platform

MuleSoft Anypoint Platform is the industry-leading integration and governance solution designed to connect any application, API, and AI agent across hybrid and multi-cloud environments. For nearly two decades, we have served as the integration backbone for the world’s most complex enterprises. Today, we are extending to the AI era. We allow organizations to move beyond AI sprawl into a unified architecture where legacy systems, modern APIs, and autonomous agents interact securely on a single, trusted foundation. Key capabilities and components include: Hybrid integration and connectivity, utilizing a library of hundreds of pre-built connectors and support for new AI protocols like MCP and A2A to provide AI agents with the tools they need to access and act within legacy ERPs, CRMs, and on-premise databases. MuleSoft Agent Fabric: Unified API and agent governance, applying the same rigorous security policies, cost controls, and traffic enforcement to AI models and agents that organizations already trust for their global API ecosystems through a single, federated control plane. Fabric also includes agent visibility and registry, offering a single source of truth to discover and observe any cross-ecosystem agent, ensuring complete transparency and the elimination of shadow AI. MuleSoft Vibes: Natural language design and management, providing a revamped experience where teams can use native natural language prompts to scaffold integrations, manage lifecycles, and stay ahead of technical sprawl using the AI tools they already prefer. Trusted runtime and compliance, delivering a fully managed, hybrid, or on-prem foundation that has been proven at scale for years, ensuring that every interaction is backed by enterprise-grade monitoring and human-in-the-loop security. Overall, MuleSoft Anypoint Platform is the enterprise platform for organizations seeking to bring visibility, trust, and orchestration to their APIs and AI agents.

4.4/5

894

186 in last year

2
IBM App Connect
IBM App Connect

IBM App Connect allows businesses to easily connect applications and build integration flows with no-code approach, a catalog of pre-built connectors and common templates. It provides rapid access to business-critical information, while also securing and protecting, enabling businesses to more easily create new and engaging user experiences for their customers. Built-in AI with suggestive data mapping and transformation also speed up development and testing of hybrid integrations. IBM App Connect is available on AWS Marketplace.

4.4/5

259

1 in last year

3
Amazon EventBridge
Amazon EventBridge

Amazon EventBridge is a serverless event bus service that simplifies the creation of event-driven applications by facilitating seamless communication between different components. It enables applications to respond in real-time to events from various sources, including AWS services, third-party SaaS applications, and custom applications, without the need for complex infrastructure management. Key Features and Functionality: - Event Buses: Act as routers that receive events from sources and deliver them to multiple targets, allowing for scalable event routing. - Pipes: Provide point-to-point integrations between event producers and consumers, supporting advanced transformations and enrichment of events prior to delivery. - Scheduler: Enables the creation, execution, and management of scheduled tasks at scale, supporting both cron-based and rate-based expressions for recurring patterns, as well as one-time invocations. - Content Filtering: Allows for complex rules that trigger under specific conditions, reducing the need for custom code in downstream services by handling content filtering at the event bus level. - Integration with AWS Services and SaaS Applications: Natively integrates with numerous AWS services and third-party SaaS applications, facilitating the building of event-driven architectures. Primary Value and Problem Solved: Amazon EventBridge addresses the challenge of building scalable, event-driven applications by providing a managed service that handles event ingestion, filtering, transformation, and delivery. It decouples application components, enabling independent scaling and deployment, which enhances agility and resilience. By offering native integrations and advanced features like content filtering and scheduling, EventBridge reduces the complexity and operational overhead associated with managing event-driven architectures, allowing developers to focus on delivering value through their applications.

4.5/5

37

4 in last year

Showing top 3 of 51 Enterprise Service Bus (ESB) Software products

Best ETL Tools

Rank Products Rating Reviews
1
Databricks
Databricks

Databricks is the Data and AI company. More than 20,000 organizations worldwide — including adidas, AT&T, Bayer, Block, Mastercard, Rivian, Unilever, and 70% of the Fortune 500 — rely on the Databricks Data + AI Platform to build and scale data and AI apps, analytics, and agents. Headquartered in San Francisco with 30+ offices around the globe, Databricks offers a unified platform that includes Genie, Lakebase, Agent Bricks, Lakeflow, Lakehouse, and Unity Catalog. Founded in 2013 by the original creators of Apache Spark™, Delta Lake, MLflow and Unity Catalog, Databricks is built on an open lakehouse architecture that brings data, analytics and AI together. The platform is used by data engineers, data scientists, analysts, developers, machine learning teams, AI teams and business users to collaborate across the full data and AI lifecycle. Key Databricks capabilities include: - Data engineering: Build, automate and manage reliable batch, streaming and real-time data pipelines. - Analytics and business intelligence: Run SQL analytics, create dashboards and enable business teams to explore data. - Data governance: Discover, secure and manage data and AI assets across teams, clouds and workloads. - Machine learning and AI: Develop models, build generative AI applications and create production-grade AI agents. - Data applications: Build and deploy data-driven applications using governed enterprise data. Available across AWS, Azure and Google Cloud, Databricks helps organizations work across clouds, reduce data silos and simplify collaboration across teams and tools. Customers use Databricks for use cases such as customer personalization, fraud detection, predictive maintenance, real-time analytics, cybersecurity, healthcare research, financial risk management, supply chain optimization and AI-powered decision-making. Databricks is used across industries including financial services, healthcare and life sciences, retail, manufacturing, energy and the public sector. Organizations use the platform to modernize data infrastructure, accelerate AI adoption and turn enterprise data into business value.

4.6/5

1,372

753 in last year

2
Celigo
Celigo

Celigo puts intelligent automation in the hands of every team, unifying workflows from the predictable to the fully agentic in a single platform through a first-of-its-kind natural language interface. The platform is recognized by G2 as #1 in iPaaS and a Leader in API Management, API Marketplace, and EDI and is the only vendor named a 2025 Gartner® Peer Insights™ Customers’ Choice for iPaaS. Learn more at: celigo.com.

4.6/5

1,102

510 in last year

3
Alteryx
Alteryx

Alteryx is the agentic analytics and automation company that helps organizations turn complex data into trusted insights, decisions, and action. Built for the people closest to the business, the Alteryx One platform is designed to work across an organization’s existing data and technology ecosystem. It enables business users to produce AI-ready datasets and define, maintain, and update business logic into visual workflows that AI uses to automate operations and insights. This business logic stays visible, understandable, repeatable, and auditable (VURA), so that teams can automate data-intensive workflows without coding. Alteryx closes the last-mile gap between data platforms and the decisions and operations that run the business—giving AI the trusted business context it needs to deliver reliable results. Over 8,000 customers worldwide, including more than half of the Global 2000, rely on Alteryx to improve revenue performance, manage costs, increase operational efficiency, and reduce risk. Collectively, they run more than 380 million workflows on Alteryx each year.

4.6/5

897

247 in last year

Showing top 3 of 277 ETL Tools products

Best iPaaS Software

Rank Products Rating Reviews
1
Zapier
Zapier

Zapier is the #1 workflow automation platform for businesses that want to grow faster by maximizing the efficiency of their teams, tools, and processes without relying on development teams. With our new visual editor, free Filter and Formatter tasks for more control, and reduced task-based pricing, you're going love automating with Zapier. It's free to sign up — no credit card required — and creating your first workflow, what we call a "Zap," is just a few clicks away. Since 2011, over 2 million business have turned to Zapier for their automation needs, including: lead management, sales pipeline, marketing campaigns, customer support, data management, project management, and tickets and incidents.

4.5/5

2,087

681 in last year

2
Celigo
Celigo

Celigo puts intelligent automation in the hands of every team, unifying workflows from the predictable to the fully agentic in a single platform through a first-of-its-kind natural language interface. The platform is recognized by G2 as #1 in iPaaS and a Leader in API Management, API Marketplace, and EDI and is the only vendor named a 2025 Gartner® Peer Insights™ Customers’ Choice for iPaaS. Learn more at: celigo.com.

4.6/5

1,102

510 in last year

3
Workato
Workato

Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 customers including half the Fortune 500, Workato connects every system, process, and data source with 14,000+ pre-built connectors. What sets Workato apart: Enterprise MCP turns proven business processes into governed, agent-ready skills that any AI agent — Claude, ChatGPT, Cursor, or custom-built — can execute safely and predictably. No rip-and-replace required. Whether modernizing legacy integrations or deploying agentic AI at scale, Workato delivers the orchestration, governance, and trust needed in the enterprise.

4.7/5

800

174 in last year

Showing top 3 of 357 iPaaS Software products

Rank Products Rating Reviews
1
Fivetran
Fivetran

Fivetran is the data foundation for AI. One platform moves, manages, and transforms data from every application, database, event stream, and file your business runs on into a governed foundation that analytics, operations, and AI can act on. Connectors deploy in minutes, run themselves, and adjust automatically when a source changes, so your data team spends its time building, not maintaining pipelines.

4.3/5

842

66 in last year

2
Hightouch
Hightouch

Hightouch is the leading data and Agentic Marketing Platform for modern marketing teams. Trusted by brands like Domino’s, Autotrader, cars.com, Superhuman (formerly Grammarly), and PetSmart, Hightouch helps marketers deliver personalized experiences, optimize performance, and move faster with data and AI. With Hightouch, business users can drive revenue, grow brand awareness, and maximize ROI without relying on engineering. Hightouch’s Composable Customer Data Platform (CDP), named a Leader in the 2026 Gartner® Magic Quadrant™ for Customer Data Platforms, collects behavioral data, resolves identities into unified Customer 360 profiles, builds audiences, syncs to 300+ destinations (including leading ad platforms), and measures campaign impact—directly from your cloud data warehouse. On top of this foundation, Hightouch’s Agentic Marketing Platform uses your complete data and all of the context from your marketing and advertising tools to power true end-to-end lifecycle and performance marketing across paid and owned channels. Purpose-built agents help you go from analyzing campaign performance, to ideating new campaigns, to generating creative, to building segments and cross-channel journeys, to activating audiences and optimization signals back into your ad platforms and downstream tools—often in minutes instead of weeks. Hightouch is built for security, compliance, and scale. Your data stays in your environment—Hightouch never becomes a system of record—and the platform meets SOC 2 Type II, HIPAA, ISO-27001, GDPR, CCPA, and Privacy Shield standards, so even the most regulated organizations can confidently use customer data to power marketing. This approach gives global teams a single, trusted foundation for activation while preserving strong governance, clear audit trails, and regional data residency requirements.

4.6/5

412

33 in last year

3
Workato
Workato

Workato is the #1-rated iPaaS and the leader in Enterprise MCP — the platform enterprises trust to unify integration, automation, and AI in one secure, cloud-native runtime. Trusted by over 12,000 customers including half the Fortune 500, Workato connects every system, process, and data source with 14,000+ pre-built connectors. What sets Workato apart: Enterprise MCP turns proven business processes into governed, agent-ready skills that any AI agent — Claude, ChatGPT, Cursor, or custom-built — can execute safely and predictably. No rip-and-replace required. Whether modernizing legacy integrations or deploying agentic AI at scale, Workato delivers the orchestration, governance, and trust needed in the enterprise.

4.7/5

800

174 in last year

Showing top 3 of 47 Reverse ETL Software products

Rank Products Rating Reviews
1
Cribl
Cribl

Cribl is the AI Platform for Telemetry, giving organizations a flexible way to collect, process, route, store, search, and analyze the logs, metrics, traces, events, and other machine data generated across modern IT and security environments. Built for the volume, variety, and changing value of telemetry, Cribl helps teams make better use of the data customers already have without forcing them into a single vendor, destination, data format, or architecture. The platform brings together complementary products and capabilities: Cribl Stream provides real-time observability pipelines that collect data from diverse sources, then filter, reduce, transform, enrich, and route it to the tools that need it; Cribl Edge extends intelligent collection and processing to servers, endpoints, applications, and other distributed environments through centralized fleet management; Cribl Search enables federated, search-in-place investigations across data wherever it lives, reducing the need to centralize or rehydrate everything before it can be analyzed; and Cribl Lake provides open, cost-effective storage for retaining, accessing, and replaying telemetry over time. Cribl.Cloud offers a fully managed way to deploy and operate these capabilities, while Cribl’s app-building and AI capabilities help teams create workflows tailored to the way they investigate, troubleshoot, secure, and operate their environments. Together, these capabilities give IT, security, platform engineering, and SRE teams control over the complete telemetry lifecycle—from collection and onboarding through transformation, delivery, retention, and investigation. The primary value is choice and control: teams can send the right data to the right destination in the right format, reduce unnecessary volume and infrastructure cost, preserve valuable data for future questions, and search across systems without being constrained by the limitations of any one tool. By providing a vendor-agnostic data layer between sources, storage, analytics platforms, and AI-driven workflows, Cribl helps organizations improve data quality, accelerate investigations and incident response, simplify operations, support modernization initiatives such as SIEM migration, and build an AI-ready foundation while protecting existing technology investments. In short, Cribl turns complex, distributed telemetry into a governed and usable resource that both people and intelligent systems can trust and act on.

4.6/5

108

98 in last year

2
Elastic Stack
Kibana

The Elastic Stack, commonly known as the ELK Stack, is a comprehensive suite of open-source tools designed for ingesting, storing, analyzing, and visualizing data in real-time. It comprises Elasticsearch, Kibana, Beats, and Logstash, enabling users to handle data from any source and in any format efficiently. Key Features and Functionality: - Elasticsearch: A distributed, JSON-based search and analytics engine that allows for rapid storage, search, and analysis of large volumes of data. - Kibana: An extensible user interface that provides powerful visualizations, dashboards, and management tools to interpret and present data effectively. - Beats and Logstash: Data ingestion tools that collect and process data from various sources, transforming and forwarding it to Elasticsearch for indexing. - Integrations: A multitude of pre-built integrations that facilitate seamless data collection and connection with the Elastic Stack, enabling quick insights. Primary Value and User Solutions: The Elastic Stack empowers organizations to harness the full potential of their data by providing a scalable and resilient platform for real-time search and analytics. It addresses challenges such as managing large datasets, ensuring high availability, and delivering relevant search results swiftly. By offering a unified solution for data ingestion, storage, analysis, and visualization, the Elastic Stack enables users to gain actionable insights, enhance operational efficiency, and make informed decisions based on their data.

4.5/5

108

14 in last year

3
HubSpot Data Hub
HubSpot Data Hub

Data Hub connects, cleanses, and automates customer data across the HubSpot CRM, providing operations teams with tools to maintain data quality, ensure system integration, and streamline business processes. Core Value Proposition: Data Hub addresses critical operational challenges: disconnected data across applications, manual data entry consuming team time, data quality issues undermining business decisions, and complex automation requirements existing tools cannot handle. The platform offers native integrations with other applications to create a more efficient, aligned, and agile business. Key Capabilities: Data Integration: Data Hub connects contacts, leads, and company data between HubSpot and external applications bidirectionally and in real-time. This creates a unified customer data foundation rather than requiring manual data transfer. Data Quality Management: The platform includes tools that maintain a clean database, allowing operations teams to save hours of manual data validation and correction work. Process Automation: Data Hub enables complex business process automation across systems, connecting trigger events in one application to automated actions in another. This streamlines internal workflows and reduces manual coordination. Unified Customer View: By connecting all customer data sources to the HubSpot CRM platform, Data Hub creates a single source of truth that sales, marketing, and service teams can reference for customer interactions. Data Hub vs. Alternatives: Unlike standalone integration platforms (iPaaS) requiring technical expertise to configure and maintain, Data Hub provides native HubSpot integration with a visual interface designed for operations professionals rather than developers. This reduces implementation time and ongoing maintenance requirements. Data Hub eliminates manual data entry and data validation by automating these workflows. The platform guarantees up-to-date data and maintains a clean database without constant manual intervention. Who Should Use Data Hub: Data Hub serves operations teams managing data across multiple systems, organizations experiencing data quality issues affecting business decisions, and companies needing to automate complex cross-system workflows without extensive technical resources. The platform enables business agility as organizations grow. Outcome: Data Hub supercharges your HubSpot CRM with a complete toolkit to connect, clean, and automate customer data, uniting all customer data into one connected platform that results in a friction-free customer experience.

4.5/5

644

99 in last year

Showing top 3 of 77 Stream Analytics Software products

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Published: 2026-08-25