Training Example: Airbyte – Review the Data, Give Your Score & Compare to the Real AI Evaluation

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The problemEvery agent tool connects to your systems. None of them understand the relationships between them. Your customer isn't a Salesforce record, a Zendesk ticket, and a Stripe invoice. They're one person.Your migration isn't a Linear ticket, a GitHub branch, and a Slack thread. It's one project. Until your agents see it that way, they'll keep giving you shallow answers.THE SOLUTION
[H2] Meet the Context Store
Without context, agents make things up. Airbyte gives every agent a live, searchable index of your customers, deals, tickets, and conversations across your tools. Your agents stop guessing. They know.ConnectASKACt
[H5] 600+ apps, connected in minutes
Authenticate once. Airbyte handles the sync, schema, and updates.
[H5] Find anything, across every tool
Search every connected system at once and get results tagged by source.
[H5] Ask a business question, get a cross-system answer
One prompt pulls context from Salesforce, Gong, Zendesk, and anywhere else you're connected.
the results
[H2] Better context. Faster agents.
From our open-source benchmarks comparing the Airbyte MCP with native MCPs and APIs from Salesforce, Gong, Slack, Linear, and Zendesk.
[H3] 80%
fewer tokens on a single querywith the airbyte MCP.
[H3] 40%
fewer tool calls compared withnative vendor mcPs.
[H3] 90%
cost savings on multi-sourcequeries.Benefits
[H2] What Airbyte unlocks for your agents
They see your business the way you do: every system, every record, in real time.
[H5] Your agent plugs into everything
Pre-built connectors to every tool your team already uses. CRM, support, billing, HR, plus the dev tools underneath. One-click setup with managed auth. No API keys, no webhooks, no maintenance. New connectors land every week.
[H5] Your agent knows your business
Every customer record, support ticket, pull request, invoice, and conversation. Synced, structured, and queryable in one place. Your agent doesn't fire off a dozen API calls on the fly and hope nothing breaks. It hits one knowledge layer that's always current. One query, not ten.
[H5] Your agent knows Sarah is Sarah
Sarah Chen in Salesforce. sarah@acme.com in Zendesk. Account #4821 in Stripe. The Context Store puts them side by side, so your agent can reason across all of them: joining records, following relationships, building the full picture. One person, one company, one record.
[H5] Your agent is never behind
Built on the same replication infrastructure 20% of the F500 trusts for production data pipelines. Your agent's data isn't a stale snapshot from last Tuesday. Updates flow in as they happen, so your agent acts on what's true right now.How it works
[H2] One foundation, three ways to build
Turn any interface into an agent with full business context. Prompt Claude, ChatGPT, Cursor, and more through MCP, build custom agents with the SDK, or chat with our Automation builder. Every path starts with your data already connected, unified, and ready.Airbyte Agents
[H5] Want ready-made agents?
Build without code in the Airbyte UI with the Automation Builder. Connect your tools, describe what you need, Airbyte Agents go to work. Start buildingAirbyte Agent MCP
[H5] Already using Claude or ChatGPT?
One connection gives Claude, Cursor, or any MCP client access to your full business data. Authenticated and always current.connect the mcpAirbyte Agent SDK
[H5] Building your own agents?
One call to the Context Store from the Python SDK returns the full entity graph. Works with any framework. check out the sdkSame Context Store powers all three.
[H2] Trusted by AI leaders and Innovators
[H4] Franziska Ibscher
Product Manager at Drivepoint"Without Airbyte, we'd be stitching together bespoke connectors for every integration, which would slow us down dramatically. With Airbyte, our AI features have fresh, reliable data to work with. Whether we're running automated financial models or powering AI agents that answer questions about a brand's business, none of it works without trustworthy data flowing in, and that's what Airbyte gives us."75%of customers increased profitability6.7%EBITDA increase for customersLearn more
[H4] Nate Chambers
Chief Product Officer"Airbyte Agents has massively accelerated our roadmap. What we thought would take 6+ months, we were testing in the first week of the beta program. They're shipping everything we need for agentic workflows, and launching new connections faster than we can build them into our product. The team is awesome, both technically and as humans. If you're building an AI product, you can stop rolling your own pipelines and start shipping."80%Time saved shipping integrations60%Token savings vs custom connectorsfor developers
[H2] Build with the Agent SDK
Connect with the SDK, plug into your existing stack, and ship agents with full programmatic control.try it freetalk to usauth = AirbyteAuthConfig(    airbyte_client_id=os.environ["AIRBYTE_CLIENT_ID"],    airbyte_client_secret=os.environ["AIRBYTE_CLIENT_SECRET"])hubspot = HubspotConnector(auth_config=auth)stripe = StripeConnector(auth_config=auth)email = "customer@example.com"# Search for the contact in HubSpotcontact = (await hubspot.contacts.context_store_search(    query={"filter": {"eq": {"properties.email": email}}},    limit=1)).data[0]# Search for the customer in Stripecustomer = (await stripe.customers.list(email=email, limit=1)).data[0]# List subscriptions for that Stripe customersubs = await stripe.subscriptions.list(customer=customer.id)connector = LinearConnector(  auth_config=AirbyteAuthConfig(    airbyte_client_id=os.getenv("AIRBYTE_CLIENT_ID"),    airbyte_client_secret=os.getenv("AIRBYTE_CLIENT_SECRET),    ))# Updated the model name to gpt-5.5‍agent = Agent("openai:gpt-5.5", system_prompt="You have access to Linear.")@agent.tool_plain  # assumes you're using Pydantic AI@LinearConnector.tool_utils‍async def linear_execute(    entity: str,    action: str,    params: dict | None = None,):    return await connector.issues.create(        team_id="<your_team_id>",        title="My new issue",        description="Created via the Airbyte Agent SDK",    )
[H5] Managed Auth
OAuth, API keys, token refresh. Connect once, never think about auth again.
[H5] 50+ Agent Connectors
Typed SDK with auto-complete. More connectors coming every week.
[H5] Context Store
Query across every connected system. One call, full business context.
[H5] Production Ready
Backed by the same replication technology used by 20% of the Fortune 500.
[H3] Works with your favorite frameworks
The Airbyte Agent SDK is framework agnostic. Just pick your favorite and start shipping.LangChainCrewAILlamaIndexAutoGenOpenAI Agents SDKClaude Agents SDKoss foundation
[H2] Built on the same OSS foundation that runs data for thousands of companies
Airbyte has been moving production data for thousands of companies since 2020. The same infrastructure that syncs 1.2M pipelines daily now powers every agent you build.20%of the F500 uses Airbyte1.2MPipelines synced daily600+Data Replication Connectors50+Agent Connectors$181MRaised from top-tier investors20KGithub stars27KCommunity members7KCompanies use Airbyte
compliance
[H2] Enterprise ready
[H5] Compliant with standards
SOC 2 Type II certified, GDPR and HIPAA support, with tools to help you meet internal and external regulatory requirements.
[H5] Uptime & SLA Guarantees
24/7 support and 99.9% availability backed by contractual SLAs and priority response times for mission-critical workloads.talk to usTrust Center
[H1] Build context-aware agents in minutes.
Connect your systems once. Every agent you build runs on the same unified data layer.Try it freeTalk to sales

Thank you! Your submission has been received!Oops! Something went wrong while submitting the form.PopularAgent ConnectorStandardAirtableDatabasesAgent ConnectorsEnterprisePopularAgent ConnectorStandardAmazon AdsMarketing AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardAmazon Seller PartnerMarketing AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardAmplitudeProduct AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardAsanaEngineering AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardAshbyOthersAgent ConnectorsEnterprisePopularAgent ConnectorStandardChargebeeFinance & Ops AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardClickup APIEngineering AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardConfluenceEngineering AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardFacebook MarketingMarketing AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardFreshdeskSales & Support AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGithubEngineering AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGitlabEngineering AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGmailOthersAgent ConnectorsEnterprisePopularAgent ConnectorStandardGongSales & Support AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGoogle AdsMarketing AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGoogle Analytics Data ApiMarketing AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGoogle DriveFilesAgent ConnectorsEnterprisePopularAgent ConnectorStandardGoogle Search ConsoleMarketing AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardGranolaOthersAgent ConnectorsEnterprisePopularAgent ConnectorStandardGreenhouseOthersAgent ConnectorsEnterprisePopularAgent ConnectorStandardHarvestFinance & Ops AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardHubspotSales & Support AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardIncident IoEngineering AnalyticsAgent ConnectorsEnterprisePopularAgent ConnectorStandardIntercomSales & Support AnalyticsAgent ConnectorsEnterpriseNo results foundNeed to build your own source?Use our low-code connector builderRequest a new connectorGet in touch with our team

[H2] You shouldn't pay more just because your data volume spikes
Airbyte prices on compute capacity, not data moved (Pro Plan). Scale your pipelines without scaling your bill
[H5] A better pricing model
The Pro plan uses capacity-based pricing built on Data Workers, the dedicated compute units that power your pipelines.You scale by adding capacity, not by worrying about volume spikes. Costs stay predictable as your workloads grow.‍
[H5] A note on volume-based pricing
For smaller teams with predictable data volumes, pay-per-use still makes sense. That's what Standard and Plus are for.Pick the model that fits: fixed capacity on Pro, or volume-based on Standard and Plus.
[H2] Why we price by Agent Operations
One unit (AOs) for the work your agents actually do.
[H5] Search
Pulls relevant context from across every system you've connected. Your agent asks a question, the Context Store answers with everything that matters from sales, support, product, marketing, wherever.
[H5] Read
A direct lookup against a live system. For when your agent needs the current state of one specific record, not a search across the whole business.
[H5] Act
Writes back to a system of record. Updating a CRM field, creating a ticket, posting a message, anything that changes state somewhere.
[H5] Reason
Your agent thinking through what it just pulled. Deciding the next move, planning a multi-step path, picking which tool to call.Each step uses some number of AOs. Reading is the cheapest. Reasoning is the most expensive. Searching and Acting sit in between. This way you pay for the work that gets done.Talk to usplans & features
[H2] Compare our plans
CoreGet startedStandardGet startedPlusTalk to salesProTalk to salesEnterprise FlexNewTalk to salesData IngestionConnector Availability600+600+600+ 600+ 600+ 600+Change Data Capture (CDC)Schema PropagationColumn SelectionMax Sync Frequency<5 min1 hr1 hr15 minCron SchedulingConnector BuilderEnterprise ConnectorsAdd-onAdd-onExtensible AccessAirbyte APITerraform ProviderPyAirbyteIntegration with Airflow, Dagster, PrefectData GovernanceSingle Sign-On (SSO)Multitenancy (Multiple Users)Multiple WorkspacesRole-Based Access ControlField Hashing & EncryptionRow FilteringMonitoring IntegrationsExternal Secret ReferencesMultiple Data RegionsAWS PrivateLinkAdd onUser groups & SCIMOpenTelemetry metricsSupport & ReliabilityCommunity SupportAirbyte Support PortalAccelerated SupportPremium SupportPriority SupportAdd onBusiness Critical SupportAdd ontestimonials
[H2] Builders love Airbyte
Raman SinghTech Lead at SymendWith our legacy framework, if one of the pipelines fails for one client, it will stop everything for the rest of our clients. But with Airbyte, things are run in parallel because of the platform’s distributed nature, which means that we can process multiple clients at the same time without impacting performance.Sean CarverDirector of DataThe real ROI is in our ability to iterate quickly, especially at our increasing scale. At the end of the day, you want a tool like that to just work. We can forget about it and know that it's configured and it's connecting and it's working. That hands-free capability is a big appeal for the platform.Amy ZhaoSr. Manager of Data Engr.What's different from Stitch Data or Informatica is the way that we can configure Airbyte connections and Airbyte entities through code. That's a huge plus to us as data engineers, because we are used to checking code and being able to manage changes from Github.Mondor La GrangeHead of BI and Data Engr.Unlike Fivetran's credit-based system that created budget uncertainty, Airbyte's pricing model allows Kuda to forecast expenses accurately and avoid surprise bills.Franziska IbscherPM at DrivepointWith Airbyte, our AI features have fresh, reliable data to work with. Whether we're running automated financial models or powering AI agents that answer questions about a brand's business, none of it works without trustworthy data flowing in, and that's what Airbyte gives us.Andres Bravo GorgonioDirector of Machine Learning & DataWith the quick and easy Airbyte setup process and with a few answers from the Airbyte community in Slack, Intellum was able to launch the new platform quickly and efficiently within two weeks. Airbyte worked out-of-the-box, and there was no long setup protocol like other tools.
[H2] FAQs
Didn't find your answer? Please don't hesitate to reach out.What plans does Airbyte offer, and how do they differ?Click here to scroll up and see all of the plans Airbyte currently offers along with a useful comparison matrix.What is capacity-based pricing (Data Workers)?Airbyte’s Pro plan is priced by Data Workers, a unit of capacity that powers your pipelines. There are multiple variables that we use to determine the cost of a Data Worker.Each Data Worker can run multiple syncs concurrently; typically ~3 at once.This model gives you predictable spend, guaranteed performance, and no charges based on data volume.How is capacity-based pricing different from usage or volume-based?Usage or volume-based pricing bills you by rows, GBs, or events. Costs grow as data grows and we know that not all data is equally valuable.Airbyte uses capacity-based pricing, so you can control spend up-front, avoid surprise bills and can scale only when needed, so your data can grow without inflating your bill.What is the Plus plan?Plus is our annual plan for teams looking for Standard functionality but would like to be billed on a predictable, annual basis. Plus also comes with Accelerated Support, which means your tickets are prioritized. The Plus Plan also includes bulk-credit discounts that can be discussed with our team.How much does Airbyte Plus cost?Pricing is based on the number of credits needed. Volume discounts are available through the sales team and offer substantial savings.What is the Pro plan?Pro includes everything in Standard/Plus, plus faster syncs, premium support, and enhanced platform features like RBAC, row filtering, hashing & encryption, and support multiple data regions. It’s built for production workloads that require reliability, control, and guaranteed performance. What do you recommend for a small team of 3-4 developers?We typically recommend starting with Plus (fully managed) if you want zero infrastructure overhead and predictable annual billing. Either way, you can always move to more robust pricing plans like Pro as you scale and your needs change.Can Airbyte provide a tailored quote?Yes. Just work with our team and we'll be happy to provide a tailored quote based on your needs. Click here to talk to sales
[H2] FAQs
Didn't find your answer? Please don't hesitate to reach out.What happens when I run out of AOs?On the Free Plan, when you hit the monthly usage limits, capacity is paused until the next month. On the Individual and Team Plans, overage kicks in at the rate shown in the pricing matrix above. On the Custom Plan, overages are noted in your contract.Do idle connectors or workspaces cost me anything? No. We only meter Agent Operations (AOs).How do tokens relate to AOs? Reasoning AOs scale with the complexity of the task, so a heavier multi-step workflow costs more than a simple summarization.‍Can I start Free and upgrade later?Yes. Everything you build on the Free Plan moves with you.What counts as "embedded" for the Custom plan?If you're putting Airbyte Agents inside your own product for your customers, you're embedded. Since we meter on your customers' agent activity, you'll need to work with our team for pricing. We'll work with you to design a Custom Plan that fits your need.