Connect your APIs and data to AI agents, securely, in your own cloud.
CastleBytes is a specialist data-engineering practice. We deliver a drop-in that connects your existing systems and data to AI agents through MCP, with authentication and observability handled properly.
It runs inside your own cloud, so your data never leaves your environment. Vendor-neutral and standards-based — no lock-in.
Your systems, connected to agents — the right way.
Five focused services that take your existing stack agent-ready, without a rewrite, without moving your data, and without tying you to any one vendor.
MCP Integration, Any Language
Connect your existing services to AI agents through MCP. No rewrite of your stack. Whatever your APIs are built in, they become agent-ready in place.
MCP Authentication (OIDC)
Secure, standards-based authentication for your MCP endpoints. Identity and access handled to spec with OIDC. Built in, not bolted on.
Agentic Flow Orchestration
Orchestrate agent workflows across the platforms you already run: Databricks, Snowflake, AWS, GCP, Azure. Vendor-neutral, so it works with whatever you use, with no lock-in.
Agent Observability
Traces land in the dashboards you already use: Datadog, New Relic, Grafana. OpenTelemetry-based and emitted with your own tags, so agent activity shows up with your conventions and no new dashboard to learn.
Yearly Support Contracts
Ongoing support and maintenance for everything we ship, so your integration keeps pace with your platforms and the agents running on top of them.
Vendor-neutral by design.
Neutral on both axes: your cloud and your models. Runs across AWS, GCP, or Azure, works with any LLM, and fails over if a provider goes down. No platform lock-in, no model lock-in.
Runs in your cloud. Your data stays put.
The integration is a drop-in that fits into any cloud and runs inside your own environment — connecting AI agents to your systems in place. Nothing about your data leaves your control.
Drop it into your cloud
It deploys into your own environment and fits into any cloud you already run. No data leaves your control.
Connect your systems to agents
Your existing APIs and data become available to AI agents through MCP: no rewrite, no data movement, with auth handled.
Observability in your own dashboards
Agent traces flow into the tools you already use, tagged with your conventions. Nothing new to learn.
Measured results, not promises.
Agent integration with a memory layer
Connected internal tools and data to AI agents through MCP, backed by a memory layer that cut agent token load ~40% and p95 latency ~30%, with authentication and audit on every call.
Pipelines tuned across 100B+ records
Architected and tuned large-scale data engineering across hundreds of billions of records, cutting runtime and cost while keeping data governed, queryable, and ready for agents.
Vendor-neutral agent orchestration
Orchestrated agent flows spanning multiple data platforms and clouds, so the same integration runs wherever the stack lives (Databricks, Snowflake, or the major clouds) with no lock-in.
Traces in the dashboards they already had
Emitted OpenTelemetry traces with the customer’s own tags so agent activity showed up in Datadog and Grafana with zero new tooling — their conventions, their dashboards, day one.
A paid assessment of your systems, platforms, and goals: what to connect, how, and the risks to plan around.
Drop the integration into your cloud and connect your systems to agents, with authentication and observability wired in.
A recurring support contract keeps everything maintained as your platforms and the agents on top of them evolve.
Engagement models
Deliverables you can expect
Data engineering, done right.
CastleBytes is a specialist data-engineering practice. We connect your existing systems and data to AI agents through MCP, with authentication and observability done properly. Across past engagements we’ve architected and tuned data platforms spanning hundreds of billions of records.
Our work is vendor-neutral and standards-based: it runs in your cloud, across the platforms you already use, with no lock-in. The goal is simple — your agents, connected to your systems, with your data never leaving your control.
Start with a 30-minute intro call.
We’ll align on what you want connected to agents, the platforms you run, and where we can help fastest — no prep required.
Book an intro call →