A data platform built for composition

Analytics at the speed of thought.

Connect any source and let your people and your agents query it live, no warehouse to run.

Want to look first? Take the product tour·Add Nightshift over MCP

Works with any agent, over MCP

Claude CodeCursorGitHub CopilotWindsurfOpenAI CodexLangGraph+ your in-house agents

Everything you need to put your data to work.

Connect a source, query it like a warehouse, serve any consumer, and build real apps your agents and people can write to. One layer does it all, governed by identity so it is safe by default.

Built for composition.

Compose every source into one governed layer, then serve it live to any app, agent, or dashboard.

Databases, warehouses, SaaS APIs, and your own services, side by side
One layer feeds every consumer: apps, agents, and dashboards
Composed across systems in real time, with no pipelines to maintain

Explore composition

Composition4 sources · 3 consumers

Composed across systems, in real time

Beautiful apps on live data.

Build hosted, shareable apps on your governed data in minutes. Real-time charts and tables your team and your agents actually use, with no front-end project to staff.

Hosted and shareable, secure by default
Real-time on live data or a pinned snapshot
One governed endpoint behind every app

See it in action

Revenue by regionLiveshared

Net revenue · 24h

€4.28M

EMEAAmericas

Customers

1,284

EMEA share

38%

Avg contract

€61k

A data app on one governed endpoint · hosted, shareable, recorded

Write back, not just read.

That app has a real backend, and agents and people write to it. Every write lands in a managed, versioned Nightshift table, and never touches your system of record.

Compose columns from every source, then write your own on top
Agents and people write to governed Nightshift tables and views
Every write versioned and queryable as of any point in time, system of record untouched

How write-back works

ns.collections_worklistv7

invoiceNetSuite	balanceNetSuite	accountSalesforce	priorityNightshift	actionNightshift
INV-2231	$48,200	Acme	High	call
INV-2218	$12,400	Globex	Med	email
INV-2205	$91,750	Initech	High	escalate
INV-2199	$7,300	Umbrella	Low	email
INV-2184	$26,500	Soylent	High	call

NetSuite and Salesforce stay read-only

Fiber, the typed React API.

Nightshift Fiber turns a query into a typed result and binds it straight to your UI. Build on your governed data in a few lines of React.

Typed queries from your SQL, params bound server-side
Bind results to your own components, tables, and charts
Credentials stay server-side, governed by identity

Explore Fiber

app.tsx@nightshift-sdk/fiber

import { useQuery, LineChart } from '@nightshift-sdk/fiber'

const rows = useQuery(revenueByMonth, { region })
return <LineChart query={rows} x="month" y="revenue" />

$ npm i @nightshift-sdk/fiber

Edge speed, no cluster.

All the speed of a warehouse: no warehouse to stand up, no per-query compute bill. Analytics run at the edge of your source.

Compute runs at the edge of your source, with no cluster to stand up
Run as many iterative queries as you need, with no warehouse compute to pay for
Heavy workloads run on an isolated path, clear of the database your people depend on

How the engine works

arr_by_regionat the edge0.41 s · no cluster

at sourcescanned and aggregated9.8M rows

over the wirereturned to the agent312 rows

The filter and the sum ran where the data lives. Only the result crossed the wire, with no warehouse in between.

A real query engine

The depth real analysis needs.

A full-featured edge analytics engine, built for analytics at the speed of thought.

$0 per-query

Analytics pushed to the edge the moment a query lands. No warehouse to provision, no cluster sitting idle, and no per-query meter running.

Sandboxed

Every query runs in its own sandbox, so its cost and load stay isolated from your bill and from other workloads.

Views

Define a view once and everyone queries it like a table, with the heavy joins and aggregates precomputed for them.

Snapshots

Pin a point-in-time view of any source for reproducible analysis, right alongside live reads.

Time travel

Query the data as it was at any moment, so an agent or an auditor can see exactly what changed.

Audit log

Every query on the record: who asked, what policy did, and what came back, queryable back to day one.

Query

Add Nightshift to whatever agent you already use.

Nightshift is an MCP server. Drop it into any agent and the governed catalog shows up as a tool. Pick your agent for the exact setup.

Claude Code

Add the server with one command.

terminal

claude mcp add nightshift \
  --url https://mcp.nightshift.sh

The catalog appears as a tool. Every request it makes is shaped by your policies before a row is returned.

The bill

The cheapest query is the one you don’t pay a warehouse for.

Warehouse spend is becoming one of the biggest lines on a cloud bill, and giving agents unrestricted access to your warehouse only inflates it. Nightshift pushes the analytics to the edge of your source, so iterative work and rogue queries never run up a metered compute bill.

Off your invoice

Warehouse compute, scaled up or sitting idle
A second copy of your data to store and secure
Pipelines to move rows you already have

What’s left is the request you actually ran, against data that stayed where it lives.

Resources

Built to be understood.

Article

The Wrong Question About AI Cost

Article

Strategy · 6 min read

Article

AI Should Meet You Where You Are

Ethan Henley · May 29, 2026

Article

Shipping Real Apps with Harness Engineering

Gianni Crivello · March 30, 2026

Article

Containers, But Without The Magic Part 1: Networking

Gianni Crivello · March 5, 2026

Article

You Are The BIOS Now: Building A Hypervisor In Python With KVM

Gianni Crivello · February 27, 2026

Data your team and your agents can be trusted with.

Connect a source and point your team or any agent at warehouse-grade analytics, no warehouse required. Governed by identity. Start free in minutes.

Get started free Add to your agent