Prioritized roadmap
The order in which Fabric Desktop by KratosBI should build the items in
the product backlog, and why. Every number on this page is computed from
PRODUCT_BACKLOG.json by docs/product/tools/product_data.py, so changing a
score or a weight and running product_data.py all re-ranks everything the same way each time.
Scoring model#
Each item gets seven scores from 1 to 5. Five are benefits and two are costs.
| Dimension | Kind | Weight | 1 means | 5 means |
|---|---|---|---|---|
| Developer Value | benefit | 0.25 | Few developers notice | Changes daily work for most developers |
| CU Reduction | benefit | 0.20 | No effect on Fabric capacity use | Moves a large, frequent workload off Fabric compute, or prevents waste |
| Enterprise Value | benefit | 0.25 | Irrelevant to IT, security or governance buyers | A condition for enterprise rollout |
| Differentiation | benefit | 0.15 | Every competitor has it | Nobody else offers it for Fabric |
| Strategic Alignment | benefit | 0.15 | Off mission | Core to "develop and run locally, deploy to Fabric" and to "AI-ready, not AI-dependent" |
| Complexity | cost | 0.50 | One small, local change | A program of its own, or new architecture |
| Risk | cost | 0.50 | Hard to get wrong | Could damage data, security or trust if wrong, or depends on unverified platform behavior |
The calculation:
benefit = weighted mean of the five benefit scores (1 to 5)
cost = weighted mean of complexity and risk (1 to 5)
score = benefit x (6 - cost) / 5 (0.2 to 5)
priority = the product owner's decision, when one is recorded (priority_override)
else P0 if mandatory is "blocker"
P1 if score >= 2.6, or mandatory is "required"
P2 if score >= 1.8
P3 otherwise
(6 - cost) / 5 turns cost into a multiplier from 1.0 (cost 1) down to 0.2 (cost 5), so a cheap,
safe item keeps its full benefit and an expensive, risky one keeps a fifth of it. The weights and
thresholds live in the JSON scoring block; changing them is a product-owner decision and is
recorded in the change log below.
Priority classes
| Class | Meaning |
|---|---|
| P0 | Blocks the Stable launch to about 5,000 people. Do now. |
| P1 | Next development cycle. High value for its cost, or mandatory. |
| P2 | Following cycles, in score order, when capacity frees up. |
| P3 | Valuable but expensive, risky or waiting on a decision. Revisit each cycle. |
Confidence says how sure the scores and effort are given the evidence (High: code read and tests run; Medium: some inference; Low: depends on a decision, a tenant behavior or another program's design). Effort: S is one focused PR, M is one larger PR or two, L is three to five PRs, XL is a program of its own.
Mandatory work is ranked separately#
Security, reliability and compliance work is not allowed to sink because its commercial score is
low. An item is blocker when the launch can't happen without it and required when shipping
without it would leave a known security, data-safety or reliability defect. Blockers are P0 and
required items are never below P1, whatever their score. Each states why.
| Id | Item | Kind | Commercial score | Priority | Why it is not ranked down |
|---|---|---|---|---|---|
| PB-002 | Tenant smoke test of ten core flows | blocker | 2.76 | P0 | Launch to about 5,000 people needs evidence the core flows work on a real tenant. |
| PB-001 | Sign the app and engine | blocker | 2.48 | P0 | Without signing the app does not run on many managed PCs; the launch audience is about 5,000 people. |
| PB-103 | Engineering quality program | blocker | 1.85 | P0 | QA-001 (Critical) and QA-002 lose data while reporting success; AGENTS.md requires protecting OneLake data. The quality review's release decision for main is FAIL on QA-001. |
| PB-101 | Codebase audit and hardening program | blocker | 1.75 | P0 | HD-001..009 fix data-loss, security and update-integrity defects; AGENTS.md requires protecting OneLake data and update provenance. |
| PB-013 | Fix local-parity defects that give wrong answers | required | 2.56 | P1 | Wrong-answer defects in local execution undermine the core promise and the rule that local results are never claimed equivalent without proof. |
| PB-071 | Run the Rust tests in CI | required | 2.45 | P1 | The watchdog, sign-in and update integrity code is security- and reliability-critical and untested in CI. |
| PB-078 | Preview tags match the docs | required | 2.45 | P1 | AGENTS.md requires untested Fabric integrations to keep Preview labels; enterprises rely on hiding Preview by policy. |
| PB-063 | Assistive technology audit | required | 2.21 | P1 | Enterprise procurement often requires an accessibility conformance statement. |
| PB-010 | Security and network docs match the shipped app | required | 2.2 | P1 | Security reviewers and firewall teams act on these documents; wrong docs block or mislead deployment. |
| PB-074 | Release pipeline hardening | required | 2.2 | P1 | Supply-chain controls are only as strong as the weakest workflow. |
| PB-051 | Fabric REST client resilience | required | 2.16 | P1 | Unsafe or missing retries are a reliability defect on every Fabric call; AGENTS.md asks reviewers to flag unsafe retries. |
| PB-003 | Prove OneLake leases and MERGE writes live | required | 2.08 | P1 | If OneLake ignores conditional requests, concurrent writers can overwrite data. |
| PB-007 | Audit trail of runs and changes | required | 2.08 | P1 | Enterprise compliance needs an audit record of changes to shared data. |
| PB-005 | Encrypt the token cache | required | 1.96 | P1 | Refresh tokens on disk unencrypted are a security finding any enterprise review will raise. |
| PB-008 | Keep the embedded Fabric view on Fabric hosts | required | 1.84 | P1 | The embedded view holds saved Fabric sign-in cookies. |
| PB-052 | Verify the central platform on a tenant | required | 1.8 | P1 | Central business keys are shared data; a defect would corrupt keys across every domain. |
| PB-009 | Local data retention | required | 1.72 | P1 | Sensitive data protection policy needs bounded local copies. |
| PB-064 | Per-build release assets, pinning and rollback | required | 1.72 | P1 | Enterprise update control needs rollback. |
| PB-072 | Long engine calls stop blocking the app | required | 1.48 | P1 | A frozen app with no way out is the most visible reliability failure. |
| PB-006 | Content Security Policy for the main window | required | 1.47 | P1 | Defense in depth for a webview that renders user and notebook content. |
Product-owner priority decisions#
The product owner can set an item's priority directly. The computed score stays visible so the
trade-off is recorded, and the decision is stored in the item's priority_override.
| Id | Item | Computed score | Priority | Decided by | Reason |
|---|---|---|---|---|---|
| PB-099 | Local data engine and OneLake publishing program | 2.3 | P0 | Chris (product owner), 2026-10-17 | Local execution without Fabric capacity is the product's core mission; build FD-LDE-001..020 as P0 despite its size |
| PB-104 | Optimize central lakehouse program | 1.27 | P1 | Chris (product owner), 2026-10-18 | Local execution savings tracking is a flagship feature; its score (1.27) alone would put it at P3 |
Sequencing by dependency#
An item that a higher-priority item depends on has to be built first, whatever its own score. These items are sequenced at the priority of the work that needs them:
| Id | Item | Own priority | Sequenced as | Because of |
|---|---|---|---|---|
| PB-035 | Pipeline definition engine | P2 | P1 | PB-036 |
| PB-056 | Enterprise policy registry | P2 | P1 | PB-057 |
| PB-095 | MCP server and local API for external AI tools | P2 | P1 | PB-096 |
| PB-024 | Native Warehouse and SQL database connectivity | P3 | P2 | PB-025 |
Recommended sequence#
This is the reading of the ranking below, not a separate list. Items owned by specialist programs are sequenced by those programs; the order here is what the master product view recommends.
- Launch blockers (P0). Chris creates the Azure Trusted Signing account so PB-001 can ship, and runs the tenant smoke test (PB-002) on his non-production workspace. Neither needs new product code beyond the package in pr-ready/PB-002.md.
- Trust and correctness (mandatory P1, unassigned). Small, high-confidence fixes that remove wrong answers and wrong documents: local-parity defects (PB-013), Preview labels (PB-078), security and network docs (PB-010), Rust tests in CI (PB-071) and Fabric client retries (PB-051). Each has a PR-ready package. PB-010, PB-071 and PB-051 are now built by the Codebase audit and hardening program (PB-101), whose P0s (HD-001..009) fix data-safety, security and update-integrity defects and come before new feature work.
- Enterprise readiness already merged. Run the implementation review on the merged enterprise PRs (audit trail #89, retention #95, backup #91, Ready to work #94), then token encryption (PB-005), CSP (PB-006), embedded-view hosts (PB-008) and release pinning (PB-064).
- Local-first differentiation (P1, programs). The Spark API matrix (PB-012) and the AST analyzer (PB-014) from Prove, CU labelling (PB-050), preflight risk (PB-090) and the execution advisor (PB-017) from FinOps, and the SQL dialect analyzer (PB-022). Together they let a developer see, before running, what will work on the PC and what it saves.
- Reliability of the app itself. Long engine calls stop blocking the app (PB-072) after Rust tests run in CI.
- P2 in score order, starting with the run dialog (PB-067), capacity health (PB-088), docs truth for users (PB-077) and the SQL editor (PB-021).
Ranking#
P0 (5 items)#
| Id | Item | Dev | CU | Ent | Diff | Align | Cplx | Risk | Benefit | Cost | Score | Mandatory | Effort | Confidence | Depends on | Owner |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PB-002 | Tenant smoke test of ten core flows | 3 | 2 | 5 | 2 | 5 | 2 | 2 | 3.45 | 2.0 | 2.76 | blocker | M | High | none | Master product (unassigned) |
| PB-001 | Sign the app and engine | 3 | 1 | 5 | 1 | 5 | 2 | 2 | 3.1 | 2.0 | 2.48 | blocker | S | High | none | Enterprise readiness |
| PB-099 | Local data engine and OneLake publishing program | 5 | 5 | 4 | 4 | 5 | 4 | 3 | 4.6 | 3.5 | 2.3 | none | XL | Low | none | Local data engine and OneLake publishing |
| PB-103 | Engineering quality program | 4 | 2 | 5 | 2 | 5 | 4 | 3 | 3.7 | 3.5 | 1.85 | blocker | XL | Medium | none | Engineering quality review |
| PB-101 | Codebase audit and hardening program | 4 | 1 | 5 | 2 | 5 | 4 | 3 | 3.5 | 3.5 | 1.75 | blocker | XL | Medium | none | Codebase audit and hardening |
P1 (30 items)#
| Id | Item | Dev | CU | Ent | Diff | Align | Cplx | Risk | Benefit | Cost | Score | Mandatory | Effort | Confidence | Depends on | Owner |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PB-012 | Published Spark API compatibility matrix for this PC | 4 | 4 | 3 | 4 | 5 | 2 | 1 | 3.9 | 1.5 | 3.51 | none | M | High | none | Prove |
| PB-050 | Label every CU number measured, estimated, scenario or unknown | 3 | 5 | 5 | 4 | 5 | 2 | 2 | 4.35 | 2.0 | 3.48 | none | M | High | none | Administration and FinOps sprint |
| PB-017 | Local vs Fabric execution advisor | 4 | 5 | 4 | 5 | 5 | 3 | 2 | 4.5 | 2.5 | 3.15 | none | M | Medium | PB-050, PB-014 | Administration and FinOps sprint |
| PB-081 | Column lineage view | 4 | 1 | 4 | 4 | 4 | 2 | 1 | 3.4 | 1.5 | 3.06 | none | M | High | none | Staged roadmap |
| PB-090 | Preflight risk analyzer | 4 | 5 | 4 | 4 | 5 | 3 | 2 | 4.35 | 2.5 | 3.04 | none | M | Medium | PB-050 | Administration and FinOps sprint |
| PB-057 | Offline policy validation | 4 | 2 | 5 | 4 | 5 | 3 | 2 | 4.0 | 2.5 | 2.8 | none | M | Medium | PB-056 | Enterprise governance foundation |
| PB-036 | Pipeline activity compatibility registry | 3 | 3 | 3 | 4 | 5 | 2 | 2 | 3.45 | 2.0 | 2.76 | none | M | Medium | PB-035 | Local Fabric pipeline execution |
| PB-086 | Ready to work checklist | 3 | 2 | 4 | 2 | 4 | 2 | 1 | 3.05 | 1.5 | 2.75 | none | S | High | none | Enterprise readiness |
| PB-096 | Run the AI client checklist for each named tool | 3 | 1 | 3 | 3 | 4 | 1 | 1 | 2.75 | 1.0 | 2.75 | none | S | High | PB-095 | Bring your own AI integration |
| PB-014 | AST-based compatibility analyzer with an Unknown outcome | 4 | 4 | 3 | 4 | 5 | 3 | 2 | 3.9 | 2.5 | 2.73 | none | M | Medium | PB-013 | Prove |
| PB-022 | Fabric SQL dialect compatibility analyzer | 4 | 4 | 3 | 4 | 5 | 3 | 2 | 3.9 | 2.5 | 2.73 | none | M | Medium | none | SQL development sprint |
| PB-102 | UX and simplicity program | 5 | 1 | 4 | 4 | 5 | 3 | 2 | 3.8 | 2.5 | 2.66 | none | XL | Medium | none | UX and simplicity oversight |
| PB-098 | One list of engine methods | 2 | 1 | 4 | 2 | 4 | 1 | 1 | 2.6 | 1.0 | 2.6 | none | S | Medium | PB-095 | Bring your own AI integration |
| PB-013 | Fix local-parity defects that give wrong answers | 4 | 2 | 3 | 2 | 5 | 2 | 2 | 3.2 | 2.0 | 2.56 | required | M | High | none | Master product (unassigned) |
| PB-071 | Run the Rust tests in CI | 2 | 1 | 4 | 1 | 4 | 1 | 1 | 2.45 | 1.0 | 2.45 | required | S | High | none | Codebase audit and hardening |
| PB-078 | Preview tags match the docs | 2 | 1 | 4 | 1 | 4 | 1 | 1 | 2.45 | 1.0 | 2.45 | required | S | High | none | Master product (unassigned) |
| PB-063 | Assistive technology audit | 2 | 1 | 4 | 1 | 4 | 2 | 1 | 2.45 | 1.5 | 2.21 | required | M | Medium | none | Enterprise readiness |
| PB-010 | Security and network docs match the shipped app | 1 | 1 | 4 | 1 | 4 | 1 | 1 | 2.2 | 1.0 | 2.2 | required | S | High | none | Codebase audit and hardening |
| PB-074 | Release pipeline hardening | 1 | 1 | 4 | 1 | 4 | 1 | 1 | 2.2 | 1.0 | 2.2 | required | S | High | none | Enterprise readiness |
| PB-051 | Fabric REST client resilience | 3 | 1 | 4 | 1 | 4 | 2 | 2 | 2.7 | 2.0 | 2.16 | required | S | High | none | Codebase audit and hardening |
| PB-003 | Prove OneLake leases and MERGE writes live | 1 | 1 | 5 | 2 | 4 | 2 | 2 | 2.6 | 2.0 | 2.08 | required | S | Medium | PB-002 | Enterprise readiness |
| PB-007 | Audit trail of runs and changes | 1 | 1 | 5 | 2 | 4 | 2 | 2 | 2.6 | 2.0 | 2.08 | required | M | High | none | Enterprise readiness |
| PB-005 | Encrypt the token cache | 1 | 1 | 5 | 1 | 4 | 2 | 2 | 2.45 | 2.0 | 1.96 | required | S | High | none | Enterprise readiness |
| PB-008 | Keep the embedded Fabric view on Fabric hosts | 1 | 1 | 4 | 1 | 3 | 1 | 2 | 2.05 | 1.5 | 1.84 | required | S | Medium | PB-071 | Enterprise readiness |
| PB-052 | Verify the central platform on a tenant | 2 | 1 | 5 | 3 | 4 | 3 | 3 | 3.0 | 3.0 | 1.8 | required | M | Medium | PB-002 | Master product (unassigned) |
| PB-009 | Local data retention | 1 | 1 | 5 | 1 | 4 | 2 | 3 | 2.45 | 2.5 | 1.72 | required | S | High | none | Enterprise readiness |
| PB-064 | Per-build release assets, pinning and rollback | 1 | 1 | 5 | 1 | 4 | 3 | 2 | 2.45 | 2.5 | 1.72 | required | M | Medium | none | Enterprise readiness |
| PB-072 | Long engine calls stop blocking the app | 4 | 1 | 4 | 1 | 4 | 4 | 3 | 2.95 | 3.5 | 1.48 | required | L | Medium | PB-071 | Master product (unassigned) |
| PB-006 | Content Security Policy for the main window | 1 | 1 | 5 | 1 | 4 | 3 | 3 | 2.45 | 3.0 | 1.47 | required | M | Medium | none | Enterprise readiness |
| PB-104 | Optimize central lakehouse program | 3 | 5 | 4 | 5 | 5 | 5 | 4 | 4.25 | 4.5 | 1.27 | none | XL | Low | none | Optimize central lakehouse |
P2 (47 items)#
| Id | Item | Dev | CU | Ent | Diff | Align | Cplx | Risk | Benefit | Cost | Score | Mandatory | Effort | Confidence | Depends on | Owner |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PB-067 | Bounded-memory runs: run dialog and orphan-file cleanup | 4 | 4 | 3 | 3 | 4 | 3 | 2 | 3.6 | 2.5 | 2.52 | none | M | High | none | Staged roadmap |
| PB-088 | Capacity inventory and health | 2 | 4 | 5 | 3 | 4 | 3 | 2 | 3.6 | 2.5 | 2.52 | none | M | Medium | PB-050 | Administration and FinOps sprint |
| PB-094 | Measure the process kernel, not the engine | 3 | 3 | 2 | 2 | 4 | 2 | 1 | 2.75 | 1.5 | 2.48 | none | S | Medium | none | Prove |
| PB-043 | Cancel a Fabric run from the app | 3 | 3 | 2 | 1 | 3 | 1 | 1 | 2.45 | 1.0 | 2.45 | none | S | High | none | Master product (unassigned) |
| PB-077 | User and agent docs match the code | 3 | 1 | 3 | 1 | 4 | 1 | 1 | 2.45 | 1.0 | 2.45 | none | S | High | none | Master product (unassigned) |
| PB-021 | SQL editor with IntelliSense and formatting | 5 | 2 | 3 | 3 | 4 | 3 | 2 | 3.45 | 2.5 | 2.42 | none | M | High | none | SQL development sprint |
| PB-068 | Key lookups without reading whole key tables | 3 | 4 | 4 | 2 | 4 | 3 | 2 | 3.45 | 2.5 | 2.42 | none | M | High | none | Staged roadmap |
| PB-034 | Start the notebook wizard from a table | 3 | 2 | 2 | 2 | 3 | 1 | 1 | 2.4 | 1.0 | 2.4 | none | S | High | none | Prove |
| PB-091 | Agent dashboard | 2 | 1 | 5 | 3 | 4 | 2 | 2 | 3.0 | 2.0 | 2.4 | none | M | High | none | Workload management |
| PB-056 | Enterprise policy registry | 3 | 1 | 5 | 4 | 4 | 3 | 2 | 3.4 | 2.5 | 2.38 | none | M | Medium | none | Enterprise governance foundation |
| PB-082 | Versioned data contracts with consumer declarations | 3 | 1 | 5 | 4 | 4 | 3 | 2 | 3.4 | 2.5 | 2.38 | none | M | Medium | none | Staged roadmap |
| PB-040 | Fabric workspace Git integration | 4 | 2 | 5 | 3 | 5 | 3 | 3 | 3.85 | 3.0 | 2.31 | none | L | High | none | Git-native development |
| PB-044 | Agent queue pruning and dead-job requeue | 2 | 1 | 4 | 1 | 3 | 1 | 1 | 2.3 | 1.0 | 2.3 | none | S | High | none | Master product (unassigned) |
| PB-062 | Save a support bundle from Settings | 2 | 1 | 4 | 1 | 3 | 1 | 1 | 2.3 | 1.0 | 2.3 | none | S | High | none | Enterprise readiness |
| PB-025 | SQL object explorer | 4 | 1 | 3 | 1 | 3 | 2 | 1 | 2.55 | 1.5 | 2.29 | none | M | Medium | PB-024 | SQL development sprint |
| PB-023 | Managed SQL execution with cancel and streaming | 4 | 3 | 3 | 2 | 4 | 3 | 2 | 3.25 | 2.5 | 2.27 | none | M | High | none | SQL development sprint |
| PB-047 | Incident screens | 3 | 1 | 5 | 3 | 4 | 3 | 2 | 3.25 | 2.5 | 2.27 | none | M | High | none | Workload management |
| PB-015 | Write semantics for MERGE, UPDATE and DELETE on this PC | 5 | 5 | 3 | 5 | 5 | 4 | 3 | 4.5 | 3.5 | 2.25 | none | L | Medium | PB-012 | Prove |
| PB-027 | Column completion for attached tables | 4 | 1 | 2 | 2 | 3 | 2 | 1 | 2.45 | 1.5 | 2.21 | none | S | High | none | Prove |
| PB-049 | Run the pipeline mailbox once on a tenant | 2 | 3 | 4 | 4 | 3 | 2 | 3 | 3.15 | 2.5 | 2.21 | none | S | Medium | PB-002 | Staged roadmap |
| PB-019 | Late-arriving rows and source deletes in incremental loads | 4 | 3 | 4 | 3 | 4 | 3 | 3 | 3.65 | 3.0 | 2.19 | none | M | Medium | none | Staged roadmap |
| PB-018 | Publish matches Fabric items by id, not display name | 4 | 1 | 3 | 1 | 4 | 2 | 2 | 2.7 | 2.0 | 2.16 | none | S | Medium | none | Master product (unassigned) |
| PB-035 | Pipeline definition engine | 4 | 4 | 4 | 5 | 5 | 4 | 3 | 4.3 | 3.5 | 2.15 | none | L | Medium | none | Local Fabric pipeline execution |
| PB-053 | Scheduled shortcut health check with alerts | 2 | 2 | 4 | 2 | 3 | 2 | 2 | 2.65 | 2.0 | 2.12 | none | S | Medium | none | Master product (unassigned) |
| PB-054 | Screens for platform revoke and source list | 2 | 1 | 4 | 1 | 3 | 1 | 2 | 2.3 | 1.5 | 2.07 | none | S | High | none | Master product (unassigned) |
| PB-070 | UI tests for the notebook editor and command bar | 3 | 1 | 3 | 1 | 3 | 2 | 1 | 2.3 | 1.5 | 2.07 | none | M | High | none | Master product (unassigned) |
| PB-065 | Separation of duties by signed-in identity | 1 | 1 | 4 | 1 | 3 | 1 | 1 | 2.05 | 1.0 | 2.05 | none | S | High | none | Enterprise readiness |
| PB-089 | Measured CU import and reconciliation | 2 | 5 | 5 | 4 | 5 | 4 | 3 | 4.1 | 3.5 | 2.05 | none | L | Low | PB-050 | Administration and FinOps sprint |
| PB-031 | Schema evolution without full rewrites | 3 | 3 | 4 | 3 | 4 | 3 | 3 | 3.4 | 3.0 | 2.04 | none | M | Medium | none | Staged roadmap |
| PB-085 | Declare cell dependencies and mark stale on new table versions | 3 | 2 | 2 | 3 | 3 | 2 | 2 | 2.55 | 2.0 | 2.04 | none | S | Medium | none | Prove |
| PB-028 | Package install magics that work on this PC | 4 | 2 | 2 | 1 | 3 | 2 | 2 | 2.5 | 2.0 | 2.0 | none | S | Medium | PB-016 | Prove |
| PB-069 | Compare large tables in batches | 3 | 3 | 3 | 2 | 3 | 3 | 2 | 2.85 | 2.5 | 1.99 | none | M | Medium | none | Staged roadmap |
| PB-059 | Governance exception requests and approvals | 2 | 1 | 4 | 2 | 3 | 2 | 2 | 2.45 | 2.0 | 1.96 | none | M | Medium | PB-056 | Enterprise governance foundation |
| PB-061 | Missing policy keys | 1 | 1 | 5 | 1 | 4 | 2 | 2 | 2.45 | 2.0 | 1.96 | none | M | High | none | Enterprise readiness |
| PB-042 | Release rollback and the committed-revision rule | 3 | 1 | 5 | 3 | 4 | 3 | 3 | 3.25 | 3.0 | 1.95 | none | M | Medium | none | Staged roadmap |
| PB-095 | MCP server and local API for external AI tools | 4 | 2 | 4 | 5 | 5 | 4 | 3 | 3.9 | 3.5 | 1.95 | none | XL | Medium | none | Bring your own AI integration |
| PB-041 | Deployment preview and item deploy | 4 | 2 | 5 | 3 | 5 | 4 | 3 | 3.85 | 3.5 | 1.93 | none | L | Medium | PB-040 | Git-native development |
| PB-016 | Reproducible environments and Fabric Environment items | 4 | 3 | 4 | 4 | 4 | 4 | 3 | 3.8 | 3.5 | 1.9 | none | L | Low | none | Prove |
| PB-083 | Endorsed items scope in the catalog | 2 | 1 | 3 | 1 | 2 | 1 | 1 | 1.9 | 1.0 | 1.9 | none | S | High | none | Master product (unassigned) |
| PB-087 | Clean up downloaded preview files | 2 | 1 | 3 | 1 | 2 | 1 | 1 | 1.9 | 1.0 | 1.9 | none | S | Medium | none | Master product (unassigned) |
| PB-073 | Process kernel by default with limits | 4 | 1 | 4 | 2 | 4 | 3 | 3 | 3.1 | 3.0 | 1.86 | none | M | Medium | none | Prove |
| PB-079 | Decide the future of the TOML job runner | 2 | 2 | 2 | 1 | 2 | 1 | 1 | 1.85 | 1.0 | 1.85 | none | S | High | none | Master product (unassigned) |
| PB-048 | Schedule editing and safer schedule removal | 3 | 1 | 3 | 1 | 3 | 2 | 2 | 2.3 | 2.0 | 1.84 | none | M | High | none | Master product (unassigned) |
| PB-066 | Backup and restore of local state | 2 | 1 | 4 | 1 | 3 | 2 | 2 | 2.3 | 2.0 | 1.84 | none | S | High | none | Enterprise readiness |
| PB-084 | One late-table alert, not two | 2 | 1 | 3 | 1 | 3 | 2 | 1 | 2.05 | 1.5 | 1.84 | none | S | High | none | Workload management |
| PB-060 | Sensitive data classification that complements Purview | 2 | 1 | 5 | 3 | 4 | 3 | 3 | 3.0 | 3.0 | 1.8 | none | L | Low | PB-056 | Enterprise readiness |
| PB-076 | Retire side by side into Prove | 2 | 2 | 3 | 1 | 3 | 2 | 2 | 2.25 | 2.0 | 1.8 | none | S | Medium | none | Prove |
P3 (11 items)#
| Id | Item | Dev | CU | Ent | Diff | Align | Cplx | Risk | Benefit | Cost | Score | Mandatory | Effort | Confidence | Depends on | Owner |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PB-092 | Shared workload ownership | 2 | 1 | 4 | 2 | 3 | 3 | 2 | 2.45 | 2.5 | 1.72 | none | M | Medium | none | Workload management |
| PB-100 | Fuller What's new dialog | 2 | 1 | 2 | 1 | 2 | 1 | 1 | 1.65 | 1.0 | 1.65 | none | S | Medium | none | Fuller What's new dialog |
| PB-026 | Notebook debugger | 5 | 2 | 2 | 3 | 4 | 4 | 3 | 3.2 | 3.5 | 1.6 | none | L | Medium | PB-073 | Prove |
| PB-030 | Data pipeline and Copy job scope after decision D2 | 3 | 2 | 4 | 3 | 4 | 4 | 3 | 3.2 | 3.5 | 1.6 | none | L | Low | none | Staged roadmap |
| PB-024 | Native Warehouse and SQL database connectivity | 4 | 1 | 4 | 2 | 4 | 4 | 3 | 3.1 | 3.5 | 1.55 | none | L | Medium | PB-021 | SQL development sprint |
| PB-105 | Simplified incident management | 2 | 1 | 5 | 3 | 3 | 4 | 3 | 2.85 | 3.5 | 1.43 | none | L | Low | none | Simplified incident management |
| PB-037 | Local DAG execution engine | 4 | 5 | 4 | 5 | 5 | 5 | 4 | 4.5 | 4.5 | 1.35 | none | XL | Low | PB-035, PB-036 | Local Fabric pipeline execution |
| PB-020 | Local Warehouse simulation | 4 | 4 | 3 | 5 | 5 | 5 | 4 | 4.05 | 4.5 | 1.21 | none | XL | Low | PB-022 | SQL development sprint |
| PB-097 | Extensions | 3 | 1 | 4 | 4 | 3 | 4 | 4 | 3.0 | 4.0 | 1.2 | none | XL | Low | none | Git-native development |
| PB-093 | Telemetry decision | 1 | 1 | 3 | 1 | 2 | 2 | 3 | 1.65 | 2.5 | 1.15 | none | M | Low | none | Enterprise readiness |
| PB-045 | Shared queue for several workers | 2 | 3 | 4 | 3 | 3 | 5 | 4 | 3.0 | 4.5 | 0.9 | none | L | Low | PB-003 | Workload management |
Change log#
| Date | Change | By |
|---|---|---|
| 2026-10-17 | First ranking: weights 0.25/0.20/0.25/0.15/0.15, costs 0.5/0.5, P1 at 2.6, P2 at 1.8 | Master product thread |
| 2026-10-17 | PB-099 local data engine set to P0 by the product owner | Chris |
| 2026-10-17 | PB-101 Codebase audit and hardening added as a blocker (P0); it takes over PB-010, PB-051 and PB-071 | Master product thread |
| 2026-10-18 | PB-103 Engineering quality program (QA-001..030, PR-QA-01..14) added as a blocker (P0) for the data-loss defects QA-001 and QA-002 | Master product thread |
| 2026-10-18 | PB-104 Optimize central lakehouse program (PR-OPT-001..009) added from Chris's Optimize brief; P1 by Chris's override (its score alone gives P3) | Chris |
| 2026-10-18 | Direction changes from Chris's unit testing: one landing workspace shared by Dev, Test and Prod, split by domain with secure zones (item 24); keys in a Fabric SQL database in a dedicated workspace, per environment or shared still open (item 25); glossary from Purview, Collibra or another catalog instead of our own (item 27); Monitor > Cost becomes Optimize > Cost and savings (item 36). Recorded on FEAT-MESH-02..04, FEAT-ADM-01 and PB-030, PB-050, PB-052, PB-060, PB-068 | Chris |
| 2026-10-18 | PB-105 Simplified incident management added (unit testing item 33); best-practice actions, in-app guidance and a docs page per area noted as a theme on PB-077 and PB-102 | Master product thread |
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