Integrate Instagram Stories — Social Insights Automated
Connect Instagram Stories and let AI agents query reach, completion rates, replies, and audience demographics alongside TikTok and Facebook data.






Key Takeaways Connect Instagram Stories to your data warehouse
Improvado extracts Instagram Stories metrics including reach, impressions, replies, exits, and completion rates through the Instagram Graph API. The platform captures story-level performance data, audience demographics, and engagement patterns automatically. Data flows into your chosen destination like Snowflake, BigQuery, or Power BI without manual intervention. Mention tracking across posts and stories provides comprehensive brand monitoring capabilities.
Unified social media analytics
Improvado's Marketing Common Data Model standardizes Instagram Stories data alongside metrics from Facebook, TikTok, LinkedIn, and other social platforms. This normalization enables comparison of story performance across different social networks. Marketing teams can analyze the complete social media funnel from story views to website conversions. Cross-platform reporting reveals which content formats and platforms drive the highest engagement rates.
Data objects and fields Improvado extracts from Instagram Stories and Mentions
| Object | Fields |
|---|---|
| Stories | story_id impressions reach exits replies taps_forward taps_back date |
| Mentions | mention_id username timestamp media_type caption like_count comment_count |
| Story_Insights | story_id completion_rate swipe_away_rate navigation_forward navigation_back |
| Account_Mentions | mentioned_by mention_type media_id permalink engagement_rate |
| Story_Interactions | story_id link_clicks sticker_taps poll_votes question_responses shares |
From connection to autonomous action in three steps
Connect
Connect your Instagram Business account through Facebook Graph API authentication. The agent accesses Stories insights, mention data, and engagement metrics with read permissions for organic content performance.
Ask
Ask questions like 'Which Stories generated the most website traffic?' or 'Show me all brand mentions in Stories from the past week with engagement breakdowns' or 'Compare our Story performance versus competitor mention frequency.'
Act
The agent creates Story content drafts based on high-performing mention patterns, schedules Stories to capitalize on mention momentum, pulls engagement data for specific Story URLs, and identifies influencers driving the most valuable mentions.
What teams ask their AI agent about Instagram Stories and Mentions
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Compare Instagram Stories performance against TikTok and Facebook Stories in one view
Your AI agent analyzes Instagram Stories and Mentions data and delivers actionable insights — automatically, in seconds.
Track story-to-website attribution and conversion rates across social platforms
Your AI agent analyzes Instagram Stories and Mentions data and delivers actionable insights — automatically, in seconds.
Monitor brand mentions and sentiment across Instagram posts and stories
Your AI agent analyzes Instagram Stories and Mentions data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just count story views — it tracks story-to-conversion paths
Read
The agent reads Story impressions, reach, exits, replies, link clicks, swipe-up rates, completion rates, mention frequency, tagged user data, and engagement metrics across your Instagram Business account's organic Stories content.
Write
The agent creates Story drafts with optimized copy based on mention patterns, schedules Story posts to publishing queue, generates response templates for high-value mentions, and compiles mention reports with engagement breakdowns.
Monitor
The agent monitors Story performance thresholds for link clicks and swipe-up rates, tracks sudden spikes in brand mentions or tagged content, watches for Stories underperforming historical averages, and alerts when influencer mentions exceed engagement benchmarks.
AI agents query Instagram Stories reach, exit rates, completion percentages, and reply engagement at the story level. They compare story performance across Instagram, TikTok, and Facebook to identify top-performing content formats. Agents trace story viewers through your site analytics to calculate story-driven conversions and revenue.
| Story | Link Clicks | Swipe-Up Rate |
|---|---|---|
| Spring Collection Launch | 4,891 | +9.1% |
| Customer Testimonial - Sarah M | 3,764 | +8.4% |
| Behind the Scenes: Warehouse | 3,221 | +7.8% |
| Flash Sale Announcement | 3,108 | +7.3% |
| Sustainability Initiative Video | 2,758 | +6.9% |
Send Instagram Stories and Mentions data anywhere
Load normalized data to your preferred warehouse, BI tool, or cloud storage. Click any destination to see its integration guide.
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 Instagram Stories and Mentions 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.
Frequently asked questions
What Instagram Stories metrics does Improvado track?
Can I track Instagram mentions outside of my own account?
How often does Instagram Stories data refresh?
Does Improvado connect Instagram Stories to Google Analytics?
What Instagram account types work with this integration?
Can I analyze Instagram Stories performance by content type?
"Improvado saves about 90 hours per week and allows us to focus on data analysis."
"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."
Put an AI agent on your Instagram Stories and Mentions today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.