Xata vs LangChain
Serverless Postgres with branching, zero-downtime schema changes + OpenAI embeddings
vs. The framework for building LLM apps — chains, agents, RAG, LangGraph
Pricing tiers
Xata
Free
$0. 15GB storage. 10 branches. Unlimited databases. Community support.
Free
Pro
$20/mo + usage. More compute, higher concurrency, priority support.
$20/mo
Enterprise
Custom. SSO, dedicated support, VPC peering, SOC 2.
Custom
LangChain
OSS (MIT)
MIT-licensed core library. Free forever. Python + JS.
$0 base (usage-based)
LangSmith (see entry)
Observability layer — Developer free, Plus $39/seat. Separate platform.
$0 base (usage-based)
LangGraph Platform — Developer
Deploy LangGraph agents as an API. Free tier — limited execution minutes.
$0 base (usage-based)
LangGraph Platform — Plus
$39/seat/mo (tied to LangSmith Plus). More execution credit. Production features.
$39/mo
Enterprise
Custom. Self-host, dedicated support, SSO.
Custom
Free-tier quotas head-to-head
Comparing free on Xata vs oss on LangChain.
| Metric | Xata | LangChain |
|---|---|---|
| No overlapping quota metrics for these tiers. | ||
Features
Xata · 11 features
- Ask Xata (OpenAI) — Natural language Q&A over data.
- Branching — Copy-on-write DB branches.
- DB Metrics — Query perf + connection metrics.
- Migration GUI — Visual schema change workflow.
- pgroll Migrations — Zero-downtime schema evolution via views.
- PITR Backups — Point-in-time restore.
- PR Preview Environments — Branch-per-PR with CI integration.
- Search — Built-in full-text search indexing.
- Vanilla Postgres — Unmodified Postgres 15+.
- Vector Search — pgvector-based embeddings + Q&A.
- Xata Copilot — AI SQL + schema assistant.
LangChain · 18 features
- Agents — Tool-using agents with reasoning loops.
- Chains (LCEL) — LangChain Expression Language — pipe primitives into chains.
- Checkpointers (LangGraph) — Persist agent state to SQL, Mongo, Redis, Postgres.
- Document Loaders — 150+ loaders for PDF, HTML, Notion, Google Drive, S3, GitHub, etc.
- Human-in-the-loop — Pause agent for approval, then resume.
- LangGraph — Stateful graph-based agent runtime. Durable, replayable, human-in-the-loop.
- LangGraph Platform — Managed hosting for LangGraph agents with state persistence.
- LangGraph Studio — Desktop IDE for debugging agent graphs.
- LangServe — Deploy chains as FastAPI endpoints.
- Memory — Buffer, summary, entity, vector memory stores.
- Output Parsers — Structured JSON, Pydantic schemas, function calling.
- Prompt Templates — Templating + partial filling + output parsers.
- RAG (Retrieval-Augmented Generation) — Standard patterns + 50+ retrievers.
- Streaming — First-class streaming at every layer.
- Subgraphs — Compose agent graphs hierarchically.
- Text Splitters — Recursive, token, semantic splitters for chunking.
- Tools — 400+ pre-built tools (web search, code, databases, APIs).
- Vector Store Integrations — 60+ vector DBs (Pinecone, Chroma, Weaviate, PGVector, Qdrant, Milvus).
Developer interfaces
| Kind | Xata | LangChain |
|---|---|---|
| CLI | pgroll CLI (OSS), xata CLI | — |
| SDK | @xata.io/client (TS), xata (Python) | @langchain/core (Node), langchain (Python), langgraph (JS), langgraph (Python), LangServe |
| REST | Xata REST API | LangGraph Platform |
| OTHER | Direct Postgres (pgroll), Xata Dashboard | — |
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