Cross-Database Similarity & Migration
Q4 2026Deterministic + AI scoring identifies duplicate objects across warehouses; generates migration plans with column mappings and reconciliation queries.
Roadmap
Quarter-granular view of what BoltPipeline ships, what's in flight, what's next, and what we're considering. No exact dates, no marketing fluff — derived from the engineering spec backlog.
Shipped
27 capabilitiesAlready generally available. Each shipped capability has its own deep-dive page with what it solves, how it works, and what it connects to.
Browse all 27 shipped features →In progress
2 itemsActively being built. Expect these to land within the current quarter.
Agent Operate Failure Publish
Q3 2026Closes a high-priority gap where agent OPERATE compile-failure-all-steps silently drops the result publish, leaving pipelines stuck.
Next quarter
14 itemsDrafted and queued. Sequencing is set by the engineering backlog.
Data Observability v1
Q3 2026Zero-config, metadata-first DQ: composite health score per table, freshness via Snowflake metadata, seasonal volume baseline, column-level anomaly, lineage-aware RCA.
Freshness SLA Tracking
Q3 2026Per-table freshness SLA hours + 15-minute fleet-wide evaluator; surfaced on Monitor Live and configurable from Settings.
Volume Drift Detection
Q3 2026Per-table volume drift threshold with 7-snapshot rolling baseline; sparkline on Monitor; tenant-default + per-table override.
Metric Anomaly Detection
Q3 2026Per-tenant z-score thresholds over baseline view; v1 covers null_pct, distinct_count, min/max; heat-tile + drawer on Monitor Assets.
Business Glossary
Q3 2026Native glossary terms + links into Catalog with Table-360 badges and command-K search extension.
Glossary Stewardship Workflow
Q4 20265-state lifecycle (draft → proposed → under_review → approved → deprecated) on top of the glossary, with a steward role and reuse of existing workflow engine.
Column Tag & Policy
Q3 2026Tag taxonomy + per-column tags with downstream propagation through column lineage; shield badges on Lineage and Table-360 surfaces.
dbt Project Import
Q4 2026Import an existing dbt project through one façade SP that fans out to pipeline write, asset graph, and cert rules — same governance, no rewrite.
Databricks Lineage Ingest
Q4 2026Pulls Unity Catalog precomputed table + column lineage into BoltPipeline's vendor-neutral lineage graph; [DBX] vendor prefix in the DAG.
Snowflake Cost per Pipeline
Q4 2026Daily cost rollup keyed by pipeline_guid in QUERY_TAG; new Operate → Pipelines → Cost tab; extends services/cost_analyzer in place.
Drift Event Root-Cause Analysis
Q3 2026Recursive upstream walk over column lineage joined with drift events in a temporal window; deterministic ranking surfaces the most-likely root drift.
SQL Server Replication Monitor
Q4 2026New agent vendor framework + replication-pair model; cross-vendor Catalog DAG and pair-detail diff UI for SQL Server replication health.
Task Watchdog: Stuck-in-Progress Diagnosis
Q3 2026Extends the pipeline watchdog with an agent-dead-no-publish branch so stuck tasks fail fast instead of waiting the full 45-minute worst case.
On-Demand Pipeline Activity Rollup
Q3 2026Lifts the activity-summary computation out of the midnight cron behind a rate-limited refresh op so operators can pull current-day rollups on demand.
Considered
11 itemsIdeas we believe in but have not committed to. No target date is implied.
Agent Durable Run State
Persist agent run state across cold restarts so long-running pipelines survive infra churn without operator nudging.
Agent Tier-A Offline Mode
Allow the agent to keep certifying and queueing work for a bounded window when the control plane is unreachable.
Department-Admin RBAC
Sub-tenant administrative scope so a single tenant can delegate per-department admin without granting full tenant-admin.
In-Console AI Assistant
Conversational assistant grounded in the tenant's catalog + lineage to answer impact, ownership, and drift questions.
Industry-Aligned Lineage Schemas
Optionally project BoltPipeline lineage into OpenLineage / Datakin schemas for ecosystem interoperability.
Model Versioning v2
Richer artifact versioning model with branch-aware semantics and reproducible promotion across environments.
Env FQN Mapping Console UI
First-class console editor for logical → physical FQN aliases (today configured by API + DB).
Multi-Team Membership
One user can belong to multiple teams within a tenant with team-scoped roles and visibility.
Multi-Tenant Account Switcher
Single user with multiple tenant memberships can switch context without re-authenticating.
Operate Execution Manifest v2
Richer per-run execution manifest with embedded artifact references for forensic replay and audit.
Watchdog Context-Edit Requeue
Operator-driven requeue of stuck tasks with edited context (e.g., updated step inputs) instead of brute-force restart.
Have a different priority?
Customer signal drives sequencing. Tell us what would unblock you and we will weight it on the next backlog review.