Instagram Data Integration | Visual Performance Tracking
Connect Instagram and let AI agents query ad performance, organic content metrics, Shopping data, and Reels engagement across social platforms.






Key Takeaways Complete Instagram data integration
Improvado connects to Instagram's Graph API to extract both advertising and organic content performance data. Our connector pulls campaign metrics, story views, post engagement, and audience demographics automatically. Data includes Instagram Shopping performance, Reels metrics, and influencer collaboration results. Automated hourly syncs ensure your social media dashboards stay current without manual exports.
Social data unified across platforms
Instagram data integrates into Improvado's Marketing Common Data Model alongside Facebook, TikTok, Twitter, and other social platforms. This creates unified social media reporting with standardized engagement rates, reach metrics, and conversion tracking. Cross-platform audience analysis becomes possible when Instagram demographics connect with other channel data. Build comprehensive social ROI models with consistent attribution and revenue metrics.
Data objects and fields Improvado extracts from Instagram
| Object | Fields |
|---|---|
| Media | impressions reach engagement likes comments saves shares video_views timestamp media_type media_url |
| Account | followers_count follows_count media_count profile_views reach impressions |
| Stories | impressions reach exits replies taps_forward taps_back shares completion_rate timestamp |
| Audience | follower_count age_range gender city country online_followers |
| Hashtags | hashtag_name impressions reach engagement |
From connection to autonomous action in three steps
Connect
Authenticate Instagram via OAuth in under 5 minutes. Improvado normalizes your data across 1,000+ sources automatically.
Ask
Your AI agent queries Instagram in natural language. Trends, anomalies, cross-channel comparisons — one conversation.
Act
The agent pauses underperformers, adjusts settings, generates executive reports, and monitors anomalies — every action logged.
What teams ask their AI agent about Instagram
Real prompts from enterprise marketing teams. The agent reads your data, answers in seconds, and takes action when you ask.
Compare Instagram ad performance against Facebook and TikTok campaigns in unified dashboards
Your AI agent analyzes Instagram data and delivers actionable insights — automatically, in seconds.
Track social commerce revenue from Instagram Shopping alongside other ecommerce channels
Your AI agent analyzes Instagram data and delivers actionable insights — automatically, in seconds.
Analyze organic content performance impact on paid campaign effectiveness across social platforms
Your AI agent analyzes Instagram data and delivers actionable insights — automatically, in seconds.
Your agent doesn't just read Instagram — it connects social commerce to revenue
Read
The agent reads comprehensive Instagram Ads data including campaign performance reports, ad set metrics, creative analytics, audience demographics, engagement metrics (likes, comments, shares, saves), story completion rates, reel views, reach and impressions, CTR, CPC, CPM, conversion data, and attribution metrics across all placement types. It accesses historical data and real-time performance updates to provide complete visibility into your Instagram advertising efforts.
Write
The agent writes custom data exports formatted for your specific needs, creates scheduled performance reports delivered to stakeholders via email or Slack, and builds automated dashboards in your BI platform with Instagram metrics. It generates cross-channel reports combining Instagram data with other marketing sources and exports audience insights to CSV or Google Sheets for creative team collaboration.
Monitor
The agent monitors Instagram campaign performance against your KPI thresholds and sends real-time alerts when metrics like ROAS, CTR, or cost per conversion deviate from targets. It detects anomalies in engagement rates, identifies sudden drops in story completion rates or reel views, and flags budget pacing issues to ensure campaigns stay on track throughout their flight dates.
AI agents query campaign metrics, story views, post engagement, and audience demographics from Instagram's Graph API. They compare ad performance against Facebook and TikTok, track social commerce revenue from Instagram Shopping alongside other channels, and analyze how organic content impacts paid campaign effectiveness. Agents identify which content types drive the most sales.
| Campaign | Spend | ROAS |
|---|---|---|
| Story Ads - Spring Collection | $8,450 | 5.2x |
| Carousel - Product Launch | $12,300 | 4.8x |
| Reels - Brand Awareness | $6,890 | 4.6x |
| Feed - Retargeting Campaign | $9,680 | 4.4x |
| Story Ads - Flash Sale | $10,000 | 4.2x |
Send Instagram 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 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 metrics does Improvado extract?
Can Improvado get Instagram organic content data?
Does Improvado support Instagram Shopping data?
How often does Instagram data refresh through Improvado?
Can I connect multiple Instagram accounts to Improvado?
What destinations work with Instagram data from Improvado?
"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 today
Connect in under 5 minutes. Your agent starts reading, acting, and monitoring immediately.