Agentic AI refers to autonomous, goal-driven AI systems that can plan, take actions, and use tools to complete multi-step tasks, rather than simply responding to a single prompt.
Nexla gives agentic AI systems governed, real-time access to enterprise data and tools via MCP, Agentic RAG, and Helix, so agents can act reliably instead of guessing from incomplete context.
The ETL tool in demand in 2026 is the one that gets data ready for AI. Compare Fivetran, Airbyte, Nexla, and more by workload.
Nexla extends the Snowflake AI Data Cloud to more of the enterprise, with connectivity to 1,000+ systems, delivered as data pipelines, zero-copy access, and task-specific MCP servers for Snowflake agents.
Context is concentrated know-how, often more sensitive than the data it describes. Why it needs task-specific delivery, two identities per call, and lineage.
One LLM chat can’t know every system. Task-specific MCP servers scope data to each job, so answers are accurate and traceable.
How a context engine grounds, assembles and delivers context by task: 7 responsibilities, a task model, typed tools over MCP, and lineage you can inspect.
Indexing everything for AI repeats the data lake mistake. Why useful enterprise context is task-specific, and four questions to ask before you fund it.
What a context layer for AI agents is, the five capabilities that separate one from relabeled ETL, how it works at runtime, and a test for each capability you can run against any vendor.
Connectors are necessary and insufficient. A provider-blind buyer’s framework for building a context layer from multiple data sources: five capabilities beyond ingestion, a scoring rubric, TCO per source, where CDC fits, and a reference architecture.
Context layer series Everyone who sells a context layer talks about freshness. Fresh rows, streaming…
Context layer series MCP tool schema design is the practice of writing a tool’s name,…
Context layer series Two MCP servers sit in front of the same warehouse. You ask…
Context layer series Ask “how many active customers do we have in EMEA” in Claude…
