AWS CloudTrail Data Integration — Security Insights

Connect AWS CloudTrail and let AI agents query event logs, user activity, and resource changes alongside marketing data from 1,000+ platforms.

SOC 2 Type II 1,000+ data sources Any warehouse or BI tool

Improvado Agent

Connected to AWS CloudTrail

Show me all S3 bucket access events in the last 24 hours where the requester wasn't from our VPC.

Found 47 external access attempts across 8 S3 buckets. 3 buckets show repeated access from the same IP range in Singapore. 2 events involved PutObject operations on your analytics data bucket.

Create an alert rule for any non-VPC PutObject or DeleteObject events on production buckets.

Alert rule created. Monitoring 12 production S3 buckets for unauthorized write operations. You'll receive notifications via SNS topic 'security-alerts' within 60 seconds of any matching event.

Trusted by data-driven teams

1,000+

Integrations

200+

AWS CloudTrail Fields

99.9%

SLA Uptime

<5 min

Setup

SOC 2

Type II

Key Takeaways

Connect AWS CloudTrail in minutes

Improvado connects directly to AWS CloudTrail APIs to extract event logs, user activity, and resource changes. The integration automatically pulls data on customizable schedules, from hourly to daily refreshes. No manual log downloads or complex AWS CLI configurations required. Your CloudTrail data flows continuously into your chosen data warehouse.

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

Unified security and operational analytics

Improvado transforms CloudTrail data using the Marketing Common Data Model, standardizing event names and user identifiers across platforms. Combine CloudTrail security events with application performance data from DataDog or user analytics from Google Analytics. This unified approach enables comprehensive security monitoring and operational intelligence in tools like Tableau or Looker.

AWS CloudTrail API · AWS IAM credentials · hourly · incremental

Schema Overview

Data objects and fields Improvado extracts from AWS CloudTrail

Object	Fields
Event	eventName eventTime eventSource userIdentity awsRegion errorCode
Resource	resourceType resourceName accountId tags
User Activity	userName accessKeyId sourceIPAddress userAgent sessionContext
API Call	requestParameters responseElements requestID eventType recipientAccountId

How it works

From connection to autonomous action in three steps

Connect

Connect your AWS account via IAM role with CloudTrail read permissions. The agent accesses your trail data through the CloudTrail API and S3 bucket where logs are stored, supporting both organization trails and individual account trails.

Ask

Ask questions like 'which IAM users made console logins from outside the US this month' or 'show me all failed API calls to our RDS instances' or 'what resources did this access key touch in the last hour'.

Act

The agent creates CloudWatch alarms for specific event patterns, updates IAM policies to restrict suspicious principals, adds IPs to WAF block lists, enables MFA requirements on roles showing anomalous behavior, and exports filtered event logs to your security data lake.

Use Cases

What teams ask their AI agent about AWS CloudTrail

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

Track user access patterns across AWS services and marketing tools for security audits

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

Manual → auto

Improvado Agent Cross-channel

Monitor API usage costs and optimize resource allocation based on actual activity data

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

6 hrs → 20 min

Improvado Agent Reporting

Create executive dashboards showing infrastructure usage and security compliance metrics

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

4 hrs → 10 min

AI Agent Access

Your agent doesn't just read CloudTrail — it audits infrastructure costs

Read

The agent reads all CloudTrail event logs including API calls, console sign-ins, service events, and data events from S3 and Lambda. It parses user identity, source IP, requested resources, error codes, and event timestamps across all regions and accounts in your organization trail.

Write

The agent creates and modifies CloudWatch event rules, updates IAM policy conditions, adds entries to WAF IP sets, enables MFA requirements on IAM roles, creates SNS notifications for security events, and exports filtered logs to S3 or CloudWatch Logs.

Monitor

The agent monitors for unauthorized API calls, unusual geographic access patterns, failed authentication attempts, privilege escalation events, data exfiltration indicators, and deviations from established access baselines for each principal and resource.

AI agents query API usage patterns, resource changes, and access logs directly. Ask "which services cost most this month?" or "show unauthorized access attempts" and get instant answers. Correlate AWS activity with marketing tool usage to optimize infrastructure spending and track security compliance.

Claude ChatGPT Cursor Gemini Any MCP Client

Explore MCP →

Improvado Agent · AWS CloudTrail

You

Show me IAM role assumption events for our data pipeline service role in the last 7 days

Role Assumption Events

Assumed By	Source IP	Frequency
lambda-etl-processor	10.0.24.18	2,847 times
glue-job-runner	10.0.31.92	1,203 times
ec2-analytics-worker	10.0.45.67	891 times
ecs-task-transform	10.0.52.14	634 times
unknown-principal	203.45.89.12	4 times ↑

5 principals · 5,579 total assumptions · 1 anomaly detected

You

Revoke the session tokens for that unknown principal and block the IP

Session Revoked & IP Blocked

4 active sessions terminated · IP added to WAF block list

Destinations

Send AWS CloudTrail 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 AWS CloudTrail 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

What CloudTrail data does Improvado extract?

Improvado extracts event logs, API calls, user activities, resource changes, and management console actions. The integration captures both data and management events based on your CloudTrail configuration.

How often does Improvado sync CloudTrail data?

You can set sync frequencies from every hour to daily, depending on your monitoring needs. Most customers use 4-hour intervals for security monitoring and daily syncs for operational reporting.

Does this integration work with CloudTrail Insights?

Yes, Improvado extracts both standard CloudTrail events and CloudTrail Insights data. This includes unusual activity patterns and anomaly detection events when Insights is enabled in your AWS account.

Can I filter which CloudTrail events to import?

Improvado allows filtering by event source, user type, and date ranges during setup. You can focus on specific services like S3 or EC2, or exclude read-only events to reduce data volume.

What destinations support CloudTrail data?

CloudTrail data works with BigQuery, Snowflake, Redshift, Azure Synapse, and BI tools like Tableau and Looker. The data maintains its structure and timestamps across all destinations.

How does Improvado handle CloudTrail data from multiple AWS accounts?

Improvado can connect to CloudTrail across multiple AWS accounts and regions. Each account appears as a separate data source, but the MCDM normalization enables unified reporting across your entire AWS infrastructure.

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

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“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 CerniglioInsights & Automation Manager, Chacka Marketing

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