March 29, 2026
Tags
- Redesigned the tags page with inline editing, keyboard navigation, and collapsible tag groups
Alert Rules
- Added bulk edit buttons for enabling, disabling, and deleting multiple alert rules at once
AI Agent
- Added clickable links in agent chat responses for quick navigation to referenced resources
- Added bug report dialog with structured form fields for submitting issues from the agent
- Added collapsible scope panel in the chat sidebar for managing conversation context
- Added copy-to-clipboard for full chat conversations
- Improved agent reliability and response quality
Assets
- Redesigned the assets page with the Slate design system for a cleaner layout
- Added table monitoring drawer on the asset overview for quick access to monitors
- Improved design consistency across schema, lineage, and freshness views
Intelligence
- Added analyze wizard dialog with toggleable context domains for customizing AI analysis
- Added configurable sample size controls for LLM analysis in admin settings
Monitoring
- Added monitoring pipeline completeness tracking across all monitor types
- Aligned column naming across all monitor tables for a consistent experience
Charts
- Migrated all charts to a new high-performance rendering engine for smoother interactions
March 22, 2026
Coverage Intelligence
- Added coverage tiers and scoring that rate your monitoring completeness from Bronze to Platinum
- Added personalized monitoring recommendations with one-click setup
- Added coverage badges on the asset list so you can spot gaps at a glance
- Added zero-state guidance that helps new users get started when no monitoring exists yet
- Added dismissal and recovery for recommendations you want to revisit later
Custom SQL Monitors
- Added custom SQL monitors for defining your own data quality checks with arbitrary queries
AI Agent
- Imnproved AI to make recommendations then implement recommendations across all features
- Added tool access to Intelligence Q&A for richer, data-backed answers
- Added tag-scoped monitoring tools so the agent can manage monitors by tag
- Added error guidance with clear next steps when agent actions fail
- Improved agent reliability with automatic rollback on errors
Homepage
- Added daily AI briefing card summarizing your data health each morning
Onboarding
- Added welcome dialog for magic link users with guided first steps
SDK
- Added CoverageResource for programmatic access to coverage tiers and recommendations
March 15, 2026
AI Agent
- Consolidated 47 agent tools down to 18 streamlined v2 tools for faster, more reliable conversations
- Added list_objects and bulk operation tools for managing multiple resources at once
- Polished agentic demo with improved tool discovery and error handling
MCP Server
- Added Slack destination management tools for alert routing via MCP
Onboarding
- Rewrote 40 walkthrough steps with motivation-first content explaining “why” before “how”
- Added lineage diagram to intelligence chapter
- Fixed chapter resume to use step ID instead of index, preventing skipped steps
- Fixed stuck chapters with cascade toggle improvements and UI polish
- Updated MCP chapter with real demo workflows
Intelligence
- Added object-level change history card for tracking schema evolution
- Added full object intelligence profile with deep metadata analysis
- Added knowledge base context injection into agent conversations
- Added quality degradation alerting via Sentry for LLM output monitoring
- Improved LLM parsing, profile UX, and added medallion recognition
Alerts
- Added Slack destinations with full SDK/MCP parity
- Added destination management tools for MCP and SDK
- Added operating schedules and blackout windows for alert rules
UI
- Improved light mode text readability
SDK
- Bumped SDK version to 0.4.0
- Fixed UUID/int type mismatch in freshness schedule endpoints
March 8, 2026
Design System
- Rebuilt all pages with the new Slate design system for a cleaner, more consistent look and feel
- Added redesigned layout shell with updated navigation, theme toggle, and user menu
- Added redesigned agent chat with full-screen overlay and scope tree for focused conversations
- Added redesigned alert rules and badges pages with improved visual hierarchy
Connections
- Added 3-step connection wizard for adding and editing data sources
- Added support for all 9 database types in the connection wizard
Intelligence
- Added full-screen chat overlay with scope tree for deeper data exploration
- Improved anomaly deduplication in technical discoveries
- Added 1-click unsubscribe
Tags
- Added Reset Tags button for quick bulk tag management
March 5, 2026
AI Agent
- Added in-app Web Agent with 31 tools for monitoring setup, alert management, and data exploration
- Added session persistence so agent conversations carry across page navigations
- Added real-time tool execution visibility showing each step the agent takes
- Added guided monitoring setup assistant that chains discovery, scheduling, and alerting in one conversation
Contextual Help
- Added help banners to 12+ pages with links to relevant documentation
- Added configurable help levels (none, light, heavy) in user preferences
Authentication
- Added magic link authentication for streamlined prospect onboarding
Onboarding
- Added welcome page for new prospects with guided first steps
- Added learning page hero carousel with animated product mockups
- Added interactive intro chapter with sales showcase
Reliability
- Improved race condition handling in demo resource creation and user preferences
- Improved Slack destination metadata with channel info in agent responses
- Improved cookie consent with corrected Axeptio identifier
- Improved account deletion resilience with transaction poisoning prevention
March 1, 2026
Page Redesigns
- Added redesigned Asset Overview as a two-column command center with at-a-glance health status
- Added redesigned Alerts Overview with streamlined inbox, trend charts, and bulk actions
- Added redesigned Freshness Overview with SLA violation summaries and schedule status cards
- Added redesigned Schema Changes page with stats bar, column-level filters, and table view
- Added redesigned Data Quality page with FK check parity and unified monitoring controls
- Added redesigned Intelligence page as a findings-first command center with anomaly deduplication
- Added redesigned Lineage page with improved impact visualization
- Added redesigned Tags page with split-pane review layout for faster tag management
- Added redesigned Jobs page and Job Detail with clearer status tracking and duration display
Monitoring
- Added 4-step wizard for creating freshness schedules with guided configuration
- Improved wizard accessibility with ARIA labels and keyboard navigation
- Improved tooltip guidance throughout the monitoring setup flow
Emails
- Added one-click unsubscribe to all operational emails
Onboarding
- Improved walkthrough chapters with better step tracking across alerts, intelligence, and data quality
- Improved intelligence chapter with interactive typewriter Q&A demonstration
Reliability
- Improved alert inbox query performance with optimized indexes and statement timeouts
- Improved frontend code quality with all lint warnings resolved and promoted to blocking checks
February 22, 2026
Intelligence
- Added Proactive Daily Briefing with AI-generated health summary of your entire data estate
- Added Agentic Investigation API for SDK-driven root cause analysis
- Added Automated Incident Investigation that correlates alerts with schema changes, freshness, and lineage
- Added Resolution Learning that captures how alerts are resolved and suggests fixes for recurring patterns
- Added Smart Alert Routing that identifies code authors from Git history and recommends who to notify
GitHub Integration
- Added one-click GitHub connect with automatic repository discovery
- Added GitHub App installation with webhook support for real-time change tracking
- Added repository-to-asset linking for tracing data issues back to code changes
- Added Git monitoring toggle per asset with graceful analysis fallback
- Added disconnect, sync status, and re-sync controls
SDK & MCP
- Added OAuth 2.1 authentication for MCP server, eliminating the need for API keys
- Added SDK methods for daily briefings, resolution metadata, and code author fields
- Added Clerk JWT support in RLS middleware for secure SDK and MCP queries
- Improved SDK published to PyPI version 0.2.2
Assets
- Added dedicated Assets index page to better enable customers with 20+ assets
- Improved sidebar navigation so customer can pin only their most important assets to the left nav
Billing
- Added Strategic AI feature gating with plan-based access to intelligence features
Reliability
- Improved briefing endpoint error handling with standardized error responses
February 15, 2026
Row Count Monitoring
- Improved monitor creation flow with fixed form validation and API compatibility
- Improved dropdown scrolling and documentation for row count configuration
Onboarding
- Improved walkthrough chapter navigation with better step tracking
- Improved Connect chapter with error handling and premature advance prevention
- Fixed multiple walkthrough bugs including step stuck states and tooltip positioning
Documentation
- Added in-app doc links integrated with Help & Guidance system on data quality sections
- Improved 20+ diagrams and redesigned concepts overview chart
UI
- Improved consistent patterns across all data quality sections
- Improved dark mode hover states for documentation links
- Fixed asset deletion navigation and toast notification cleanup
February 8, 2026
Onboarding
- Added 9 new walkthrough chapters covering Freshness Monitoring, Schema Drift, and core fundamentals
- Improved walkthrough navigation with better step tracking and faster auto-fill
- Added Learning menu visibility toggle in settings
Documentation
- Added AI contextual menu integration for ChatGPT, Claude, and popular IDEs
- Added 65+ visual diagrams across all documentation pages
Settings
- Added instant-save email notification toggles for faster preference updates
UI
- Renamed “Completeness” to “Row Count Monitoring” for clearer terminology
- Improved frontend reliability and error recovery
February 1, 2026
Intelligence
- Added AI Skills with dry-run preview capabilities for safe testing before execution
- Added Intelligent monitoring recommendations based on your data patterns
- Added Alert resolution tracking and history for complete incident lifecycle management
Assets
- Added Schema baseline and monitoring configuration endpoints
- Added Asset creation and management APIs
- Added Freshness schedule CRUD operations
Billing
- Improved Data Quality billing status to include row count schedules
SDK
- Added Python SDK methods for AI skills, dry-run previews, and recommendations
- Improved SDK published to PyPI version 0.2.0
UI
- Added Row Count detail view with historical trend charts
- Added Prediction visualization for row count monitoring
- Improved Text selection now enabled in toast notifications
- Improved User creation reliability and consistency
January 25, 2026
Intelligence
- Added Operational history and synthesis for Q&A context
- Added Time-based staleness detection for operational knowledge base domains
- Improved Q&A interface with cleaner, more intuitive layout
Authentication
- Improved User auto-creation reliability with enhanced error handling and retry logic
Documentation
- Added Phase 2.1 Core Concepts diagrams with 13 detailed visual guides
UI
- Improved Asset page load reliability and consistency
- Improved Schema changes health indicators for maintenance vs unhealthy states
January 18, 2026
Intelligence
- Added context for schema drift, freshness, alerts, and more
- Added Session history with rename and delete capabilities
- Added Job-specific detail views for Intelligence Q&A results
Assets
- Added SSH tunnel support for secure database connections
- Added BigQuery and Athena interfaces
Integrations
- Added Linear and Google Chat notification providers
- Added GitLab client for version control integration
- Improved Lifecycle management for destination configuration
Billing
- Added Campaign tracking fields for trial codes
- Improved Trial code handling with email and promo code pre-fill from URL parameters
Authentication
- Added Unified sign-in and sign-up interface with tabbed layout
- Improved the onboarding process for new users with trial codes
API
- Added Batch API infrastructure to prevent rate limiting
- Improved Rate limit handling with N+1 request prevention
UI
- Added Cookie consent and floating button visibility toggles in settings
Recent Highlights
| Date | Feature | What It Means for You |
|---|---|---|
| Mar 15 | Agent Tool Consolidation | 47 tools consolidated to 18 for faster, more reliable agent conversations |
| Mar 15 | Object Intelligence | Full object-level profiles with change history, KB context, and quality alerting |
| Mar 15 | Alert Schedules | Operating schedules and blackout windows to silence alerts during maintenance |
| Mar 15 | Dead Code Cleanup | ~31,700 lines removed for a leaner, faster codebase |
| Mar 15 | Lifecycle Emails | Dedicated HTML templates for all lifecycle emails with consistent branding |
Full Changelog
January 11, 2026
Data Quality
- Added Data Quality Metrics with per-row validation, distribution analysis, and referential integrity checks
- Added Time-windowed metric capture with configurable collection intervals
- Added Filtering, search, bulk operations, and virtualized lists for metrics management
- Added Feature parity with data freshness monitoring (scheduling, SLA tracking, alerting)
- Added Unified pool metering for data quality features
Alerts
- Improved Alert inbox page with modernized layout and better navigation
- Improved Alert rules page with enhanced filtering and search
- Improved Alert log page with improved readability and status tracking
- Improved Alerts overview with better health visibility
Settings Pages
- Improved Profile, Company, Billing, Assets, API Keys, Integrations, and Users settings pages with consistent design
- Improved Notification toggle auto-save reliability
Assets
- Added AWS Athena database adapter support
- Improved Asset overview page with health status visibility
- Improved Metric detail page with better data visualization
SDK & CLI
- Added SDK and CLI interfaces for data quality metrics management
- Improved SDK package published as
anomalyarmoron PyPI
UI
- Improved Homepage with freshness status cards and better health indicators
- Improved Scrollbar visibility in dropdowns and tables with always-visible design
- Improved Dark mode support by migrating native selects to Radix Select
- Improved Badges list page with polished layout
- Improved Schema changes filter and table picker UX
January 4, 2026
UI
- Added Contextual help system with in-app documentation links
- Improved Freshness status display on homepage
Alerts
- Improved Alert pagination reset when highlighted alert is filtered out
- Improved Slack message domain migration handling
Billing
- Improved Transaction type display in billing history
December 29, 2025
Alerts
- Added Rich Slack message formatting with Block Kit layouts
- Added Slack OAuth integration with channel picker for alert destinations
Assets
- Added Databricks 3-level namespace support (catalog.schema.table)
Intelligence
- Improved Hidden field surfacing in schema intelligence results
- Improved Compound table name classification (e.g., customer_support_tickets)
Billing
- Added Company transaction history to billing page
- Improved Stripe payment info preservation during plan changes
December 22, 2025
Alerts
- Added Report Badges: Embeddable SVG status badges for dashboards and docs
- Added Guided onboarding for alert rule creation
- Improved Alert inbox and log tables with unified columns
Team & Billing
- Added Team Management: Invite users, manage roles, and seat-based billing
SDK
- Added SDK Extensions: Intelligence, Tags, Badges, and Alerts in Python SDK
- Improved SDK with jobs status command and asset resolution
Data Freshness
- Added Freshness graphs with SLA lines, std dev bands, and sliding window
Intelligence
- Added Intelligence cost estimation before running analysis
UI & Onboarding
- Added Design System with Emerald theme and full dark mode support
- Added Product tours and onboarding flows via Intercom
December 15, 2025
December 8, 2025
December 1, 2025
Tagging
- Added Unified LLM tag generation with bulk operations
- Added Unified category filter UI across dashboard and tree views
- Improved Tag distribution with per-category fallback and enhanced patterns
Notifications
- Added Email notification preferences
Authentication
- Improved Token refresh robustness for long-running jobs
November 24, 2025
Alerts
- Added Schema drift alerting integration
- Added Alert grouping and digest support
- Added Dynamic alert rules
- Added Bulk alert rule generation
- Added Optimistic updates and skeleton loading for alerts
Billing
- Improved Billing page for trial users
- Improved Billing settings display and error handling
November 17, 2025
Billing
- Added Subscription paywall with friend allowlist system
Tagging
- Added Tag Classifications Dashboard backend infrastructure
- Improved TagDrillDownModal performance with React Query caching and composite indexes
Alerts
- Added Tag and lineage-based alert rules
Data Freshness
- Improved Merged redundant tables into unified Freshness History
- Improved Polling and schedule creation for freshness monitoring
- Improved Reliability for tags, lineage, and freshness features
November 10, 2025
Data Freshness
- Added Real-time updates with Server-Sent Events
- Improved Redesigned monitoring table for improved clarity
- Improved Learning phase and timeline clarity
- Improved Freshness monitoring reliability
- Improved Freshness polling removal
Performance
- Added Redis caching for home page asset feature status
November 3, 2025
October 27, 2025
October 20, 2025
October 13, 2025
October 6, 2025
September 29, 2025
September 22, 2025
September 15, 2025
September 8, 2025
UI
- Improved Homepage data display
- Improved Console error handling across multiple pages
- Improved Navigation icons and PageLayout
September 1, 2025
Performance
- Added Redis caching backend migration
- Improved Async decorator reliability and TTL handling
August 25, 2025
August 18, 2025
Infrastructure
- Added Bulletproof production deployment architecture
- Added Secure production deployment workflow
- Added Secrets migration from GitHub to AWS SSM
- Improved Mixed Content handling and nginx routing
Jobs
- Improved ECS container startup and job dependencies
Database
- Improved PostgreSQL function parsing in baseline migration
August 11, 2025
Data Freshness
- Added Freshness monitoring job workers and automation
- Improved Freshness monitoring transformed from tree to data table
Notifications
- Added Complete email server implementation
UI
- Added Centralized job display configuration
- Improved Email verification and asset management UX
- Improved Email validation in integrations modal
August 4, 2025
July 28, 2025
July 21, 2025
July 7, 2025
Jobs
- Added Complete unified job system migration
- Added Jobs page overhaul with asset info and 3-button UI
- Improved Intelligence jobs now visible on jobs page
- Improved Job status tracking reliability
- Improved Worker service and UI to eliminate duplicate jobs
June 30, 2025
Changes older than 6 months have been archived.