New

Linear integration with Improvado

Linear is a modern project management tool for software development teams.

1,000+ data sources
Any warehouse or BI tool

improvado.io/agent · Linear

Improvado Agent

Connected to Linear

Show me all high-priority bugs assigned to the mobile team that have been open for more than 5 days.

Found 12 high-priority bugs for the mobile team. 8 of them have been open longer than your 5-day threshold, with the oldest dating back 14 days. Average resolution time for similar bugs is 3.2 days.

Create a new issue in the API project: 'Investigate timeout errors on checkout endpoint' with high priority and assign it to the backend team.

Issue created: ENG-1847 in API project, priority set to high, assigned to backend team. I've also linked it to the existing payment gateway epic and added the 'performance' label based on the description.

Trusted by data-driven teams

1,000+

Integrations

200+

Linear Fields

99.9%

SLA Uptime

<5 min

Setup

SOC 2

Type II

Key Takeaways

What your AI agent extracts from Linear

Improvado pulls Linear issues with their workflow state, priority, assignee, creator, project, labels and full timestamp history, plus projects with progress, scope, health, lead and target dates. Teams are used as extraction accounts, so each team can be scheduled and filtered independently, and extraction is incremental.

200+ metrics and dimensions Campaigns, ad groups, keywords, audiences, geo, device — all granularity levels from the Linear API

15-minute refresh cycles Near real-time sync with 99.9% SLA uptime. No stale dashboards.

Cross-channel normalization Marketing CDM unifies your data with 1,000+ sources into one schema. No manual mapping.

Any warehouse or BI tool Snowflake, BigQuery, Redshift, Databricks, Power BI, Tableau, Looker Studio

AI Agent access via MCP Query, write, and monitor Linear through Claude, ChatGPT, Cursor, or any MCP client

Enterprise-grade security SOC 2 Type II, HIPAA, GDPR, CCPA. Raw data never leaves your environment.

OAuth setup in under 5 minutes No API keys, no code, no developer setup. Schema changes handled automatically.

Zero ongoing maintenance Pagination, rate limits, API versioning — all managed. Your team focuses on analysis.

Integration Details

Linear GraphQL API · OAuth 2.0 · incremental by updatedAt

Schema Overview

Data objects and fields Improvado extracts from Linear

Object	Fields
Issue	status priority assignee created_at updated_at cycle
Project	progress issue_count completed_issues team status
Cycle	start_date end_date completed_issues total_issues progress
Team	active_issues completed_issues members velocity

How it works

From connection to autonomous action in three steps

Connect

Connect Linear via OAuth in under 60 seconds. The agent accesses your workspace, teams, projects, and issue data with read/write permissions you control.

Ask

Ask questions like 'Which features are blocked by external dependencies?' or 'Show me all P0 issues created this week across product teams' or 'What's the average cycle time for bugs in the mobile project?'

Act

The agent creates issues, updates priorities and assignees, moves issues between projects and cycles, changes issue status, adds labels and comments, links related issues, and adjusts sprint assignments based on your requests.

Use Cases

What teams ask their AI agent about Linear

Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.

See how teams use Improvado →

Improvado Agent Analysis

Show me every high-priority issue open longer than five days, grouped by team

Your AI agent analyzes Linear data and delivers actionable insights — automatically, in seconds.

Answered in 1.4s

Improvado Agent Cross-channel

Compare cycle time for bugs against features across our last six sprints

Your AI agent analyzes Linear data and delivers actionable insights — automatically, in seconds.

Answered in 3.2s

Improvado Agent Reporting

Create an issue in the API project for the checkout timeout errors and assign it to the backend team

Your AI agent analyzes Linear data and delivers actionable insights — automatically, in seconds.

Completed in 2.1s

AI Agent Access

Your agent doesn't just read Linear — it moves the work forward

Query delivery data, create and update issues, move work between projects, and keep comments in sync through Claude, ChatGPT, Cursor, or any MCP client. Every change and every query is logged, versioned, and governed for full audit trails.

Explore MCP →

Read

The agent reads issues, projects, teams, cycles, sprints, labels, priorities, assignees, statuses, comments, attachments, relationships between issues, custom fields, workflow states, and historical data including velocity metrics and cycle times.

Write

The agent creates new issues, updates existing issue fields (priority, status, assignee, labels, project, cycle), moves issues between sprints, changes workflow states, adds comments, links related issues, creates sub-issues, and bulk-updates multiple issues simultaneously.

Monitor

The agent monitors issue status changes, new high-priority issues, blocked issues, overdue items, sprint capacity thresholds, velocity drops, cycle time anomalies, unassigned critical bugs, and issues approaching SLA deadlines.

Improvado Agent · Linear

You

Show me sprint velocity trends for the last 6 sprints across all engineering teams

Sprint Velocity

Sprint	Completed Points	Velocity Change
Sprint 47 (Current)	89 points	+12%
Sprint 46	79 points	-6%
Sprint 45	84 points	+8%
Sprint 44	78 points	+3%
Sprint 43	76 points	-2%

5 sprints · 406 total points · avg 81.2 points per sprint

You

Move all unstarted issues from Sprint 47 to Sprint 48 and notify the team leads

Moving 14 issues to Sprint 48

Notifications sent to 3 team leads

Works with

ClaudeChatGPTCursorGeminiAny MCP Client

Destinations

Send Linear data anywhere

Load normalized data to your preferred warehouse, BI tool, or cloud storage. Click any destination to see its integration guide.

Snowflake → BigQuery → Redshift → Databricks → Power BI → Tableau → Looker Studio → Google Sheets → Domo → Excel → Qlik → Amazon S3 → Metabase → Grafana → PostgreSQL → Azure SQL →

SOC 2 Type II: Certified Security

HIPAA: Health Data Privacy

GDPR: EU Data Protection

CCPA: CA Privacy Standard

Compare

They extract data. Improvado deploys an agent.

Traditional tools move data from A to B. Improvado gives you an AI agent that reads, acts, and monitors — with Linear as one of 1,000+ integrated sources.

Feature	Improvado	Supermetrics	Funnel.io	Fivetran
Data fields extracted	200+	~90	~120	~80
Total integrations	1,000+	~150	~500	~300
Cross-channel normalization (CDM)	✓ Built-in	✗ Manual	Basic mapping	✗ Raw only
AI Agent access (MCP)	✓ Read, Write, Monitor	✗	✗	✗
Data warehouse destinations	✓ 16+ warehouses & BI tools	Sheets, Looker, BigQuery	BigQuery, Snowflake, Redshift	✓ Broad warehouse support
Refresh frequency	Every 15 min	Scheduled triggers	Daily / 6hr	Every 15 min (premium)
SOC 2 Type II & HIPAA	✓	✗ SOC 2 only	✓ SOC 2	✓
Best for	Teams that want an AI agent, not a pipeline	Small teams, spreadsheets	Mid-market, data teams	Engineering-led ELT pipelines

Comparison based on publicly available documentation as of April 2026. Feature availability may vary by plan tier.

FAQ

Frequently asked questions

How does Improvado connect to Linear?

Improvado connects to Linear via OAuth 2.0. You are redirected to Linear to approve access, so Improvado never sees your Linear password or a personal API key. The connection takes a few minutes through our guided setup wizard — no coding required. Once authorized, Improvado begins syncing your Linear issues and projects.

What Linear data does Improvado pull?

Improvado extracts Linear issues and projects, including workflow state, priority, assignee, creator, team, project, labels and the full set of timestamps, plus project progress, scope, health, lead and target dates. Teams appear as separate extraction accounts.

How often does Linear data refresh?

You choose the extraction schedule when you set up the connection. Extraction is incremental — each run fetches only the issues and projects that changed since the previous run.

Can the AI agent write data back to Linear?

Yes. The Improvado AI agent can create and update issues and post comments in Linear on your instruction. It cannot change your workspace or team settings — Improvado does not request administrator access. All write operations require explicit permission controls and are fully logged with timestamps, user attribution, and rollback capabilities for governance and audit compliance.

Is Linear data secure with Improvado?

Absolutely. Improvado is SOC 2 Type II, GDPR, and HIPAA compliant with enterprise-grade encryption at rest and in transit. Your raw Linear data never leaves your designated secure environment—it flows through encrypted pipelines directly to your data warehouse. All AI agent access is role-based, logged, and governed with granular permission controls.

How does Linear connect with other platforms in Improvado?

Linear data lands in Improvado's warehouse alongside 500+ other marketing, sales and product sources, so delivery data sits next to the campaigns and revenue it relates to. Agents can run cross-source queries without custom transformations.

Customer stories

See all customer stories →

“Improvado saves about 90 hours per week and allows us to focus on data analysis rather than routine data aggregation, normalization, and formatting.”

Jeff Lee

Head of Social, Media Buy, Influencer & Marketing Data, ASUS

Read story

“Improvado's reporting tool effortlessly integrates all our marketing data so we can easily track users across their entire digital journey. This saves me and my team countless hours.”

Marc Cerniglio

Insights & Automation Manager, Chacka Marketing

Read story

Put an AI agent on your Linear today

Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.

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