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Status Functionality already exists
Workspace Instana
Categories Alert
Created by Guest
Created on Apr 29, 2026

Allow Smart Alerts to train on historical metric data collected prior to alert creation

Problem Statement:

Instana Smart Alerts based on adaptive thresholds require a fixed 14‑day training period starting from alert creation, regardless of how long the underlying entity has already been monitored.

This creates a significant limitation:

  • Entities may have weeks or months of high-quality metric data
  • Yet alerting teams are forced to wait an additional 14 days before adaptive alerts become reliable
  • During this window, teams must either:
    • Operate without effective alerting
    • Fall back to static threshold alerts that are noisy, brittle, and often untrusted

This significantly slows down alerting configuration during:

  • New service onboarding
  • Production go-lives
  • Incident-driven alert tuning
  • Migrations to Instana Smart Alerts

Proposed Enhancement:

Allow Smart Alerts to optionally train on existing historical metric data for the monitored entity.

Possible approaches (you don’t need to prescribe implementation, just intent):

  • Use the last N days (up to 14) of existing metric history as the initial training window
  • Provide a toggle or option during alert creation:
    • “Use existing historical data for initial baseline”
  • Clearly surface data-quality checks (e.g., insufficient history, topology changes)

 

Acceptance Criteria:

  • If an entity has ≥14 days of continuous metric history:
    • Smart Alert becomes active with adaptive thresholds immediately or within hours
  • If history is less than 14 days:
    • Fall back gracefully to existing behavior
  • UI clearly indicates:
    • Whether historical data was used
    • Confidence level of the trained baseline
Idea priority Medium
  • Admin
    Máté Návay
    May 4, 2026

    The described outcome is how Adaptive thresholds work today. We need to have 14 days of historical metric data to initialize the adaptive baseline.
    We're planning to add functionality to initialize without any historical data available (or data available from a materialized view for performance) where it was impossible to use adaptive threshold before.

    Please open a support ticket if Adaptive threshold is show as an available option, there is 14days of data and you are unable to create the Smart alert.