Reporting & Operationsv0.1.0

Monthly Reporting Pro module

Name: Monthly Reporting Pro module
Brand: BuildShelf
SKU: monthly-reporting-pro
Price: 149 USD

Python/SQLite source for exact monthly snapshots, variance, reconciliation and safe JSON/CSV exports.

PythonSQLiteJSONCSV

$149One-time source-code purchase

Buy for $149

PRODUCT OVERVIEW Monthly Reporting Pro module overview

56 tests passed from final extracted ZIP120-row independent Decimal oracle passedClean no-pip environment build/rerun/verify passedSHA-256 and package manifest verifiedNo browser UI; screen QA not applicable

The reason to buy

What this saves you from building

You are not paying for a file count. You are skipping the failure handling, verification, documentation, and operational edge cases behind the feature.

Exact month boundaries and Decimal aggregation

Start with the defensive path already connected and tested.

Group variance, exceptions and external reconciliation

Use an explicit data model and lifecycle instead of stitching together examples.

Content-addressed publish, integrity verify and rerun behavior

Keep reproducible QA and operator-facing evidence from the first integration.

What's included

Connected infrastructure, ready to adapt

Read-only access to a caller-selected promoted SQLite table
Exact Decimal sums and row counts
Current/prior month and group variance
Control-total comparison and explicit invalid-row exceptions
Immutable content-addressed JSON/CSV snapshots
Integrity verification and idempotent rerun
56 automated tests, synthetic fixtures and source documentation

Typeset output evidence

Inspect the CLI, data, and QA results.

Five excerpts from actual synthetic CLI, JSON, CSV, and QA output, typeset for readability. This product has no browser UI; these are not screenshots.

Typeset excerpt 1 from actual synthetic CLI, snapshot, or QA output; not a UI screenshot — 01Actual synthetic CLI result, typeset for readability.

Typeset excerpt 2 from actual synthetic CLI, snapshot, or QA output; not a UI screenshot — 02Exact current, prior and variance totals from snapshot.json.

Typeset excerpt 3 from actual synthetic CLI, snapshot, or QA output; not a UI screenshot — 03Group variance from the same synthetic snapshot.

Typeset excerpt 4 from actual synthetic CLI, snapshot, or QA output; not a UI screenshot — 04Explicit row conservation and external reconciliation.

Typeset excerpt 5 from actual synthetic CLI, snapshot, or QA output; not a UI screenshot — 05MacBook release QA evidence; this is not a browser UI.

Architecture

A small, inspectable workflow

Each step has a clear responsibility and can be adapted without turning the kit into a platform dependency.

01Select promoted table

02Validate config

03Calculate periods

04Reconcile

05Publish snapshot

06Verify / rerun

Quickstart

From ZIP to verified local flow

Use Python 3.9+ and local SQLite
Create the synthetic fixture
Review the explicit example config
Build the monthly snapshot
Inspect JSON/CSV and verify integrity

quickstart.shdocumented commands

python3 examples/make_fixture.py demo.sqlite
python3 -m monthly_reporting build --db demo.sqlite --config examples/config.json --out history
python3 -m monthly_reporting verify history/SNAPSHOT_ID

Tests / QA

Evidence instead of invented trust signals.

No fake customer logos, usage numbers, or testimonials. These are the checks verified for this release.

56 tests passed from final extracted ZIP
120-row independent Decimal oracle passed
Clean no-pip environment build/rerun/verify passed
SHA-256 and package manifest verified
No browser UI; screen QA not applicable

Best fit

Who this is for

Python developers building offline monthly reporting
Agencies adapting client operations reports
Teams needing exact, inspectable report snapshots

Not included

Where the kit stops

Browser dashboard, hosted BI, scheduling or email
CSV/XLSX importer or generic JSON-target adapter
Customer-specific KPI, currency or unit policy
Authenticity signature, WORM archive or production certification

License

Commercial use, without template redistribution.

One individual or legal entity may modify the source, use it across multiple internal projects, and incorporate it into client deliverables. Reselling, publicly redistributing, or repackaging the kit itself is not permitted.

License summary

Support

Product bugs and documented setup.

Support includes reproducible product bugs and documented setup questions. Custom development, project-specific integration, deployment, SLA, and perpetual updates are not included.

Support policy

Known limitations

Review the boundaries before buying.

Input must be an already-promoted local scalar SQLite table
CSV cells use text prefixes that some spreadsheet apps show
Spreadsheet-specific compatibility, Windows and physical devices were not tested
Caller must validate promotion, permissions, currency/unit consistency and control totals
No direct adapter for the CSV kit's generic JSON target

Product FAQ

Before you buy

Is there a browser dashboard?

No. This is an offline Python library/CLI producing JSON and CSV files. The images show typeset excerpts of real synthetic output, not product UI screenshots.

Does it import CSV or XLSX?

No. It reads a caller-selected, already-promoted local SQLite table. A separately reviewed materialization may be needed for the CSV kit's generic JSON target.

Can I use it commercially?

The included commercial license permits one purchasing individual or entity to adapt the source for internal and qualifying client projects, without standalone redistribution.

What are support and refund terms?

Support covers reproducible supplied-product defects and documented setup. Downloads are generally non-refundable after download, with duplicate, unusable, material-mismatch and mandatory-law exceptions. See LICENSE and SUPPORT.md.

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Monthly Reporting Pro module

Buy for $149