bbl-tracker-public-db

🦆 https://bbltracker.com database for DuckDB and AI Queries

23 articles 1 View on GitHub ↗
23 articles
How to Debug Network Errors and Handle Missing Parquet Files in BBL Tracker

Debug BBL Tracker network errors and missing parquet files. Implement retry logic, validate URLs, and filter missing files to handle transient failures with diagnostic logging.

how-to-guide
Mar 8, 2026
Understanding Creative Commons License and Data Attribution Requirements for the Bambu Lab Store Filament Tracker

Learn about the Creative Commons license and data attribution rules for the BBL Tracker public database. Understand your obligations for using and sharing this open data.

best-practices
Mar 8, 2026
Comparing Stock Levels Across Different Time Periods with the Bambu Lab Public Database

Compare stock levels across time periods using the Bambu Lab Public Database. Query Parquet shards with DuckDB or reconstruct your own database to analyze historical inventory trends.

how-to-guide
Mar 8, 2026
Handling ETA Field Availability and NULL Values in Bambu Lab Tracker Queries

Master ETA field availability and NULL values in Bambu Lab Tracker queries. Learn to filter, replace, or count non-NULL values using standard SQL and DuckDB for accurate data.

how-to-guide
Mar 8, 2026
Exporting Merged Data for ChatGPT Code Interpreter Analysis: The Bambu Lab Filament Database Guide

Export merged data for ChatGPT Code Interpreter analysis by downloading Parquet shards and compiling with the reconstruct_db.py script. Analyze Bambu Lab filament data now.

how-to-guide
Mar 8, 2026
Using Python with uv for Zero-Setup DuckDB Queries on Remote Parquet Data

Query remote Parquet data with DuckDB and Python using uv for zero local setup. Learn how to leverage uv run for seamless dependency management and effortless data querying.

tutorial
Mar 8, 2026
How to Filter Data by Timestamp Ranges for Trend Analysis in Bambu Lab Filament Stock Data

Filter Bambu Lab filament stock data by timestamp ranges for trend analysis using DuckDB's BETWEEN clause or the manifest.json index. Analyze historical data effectively.

how-to-guide
Mar 8, 2026
Understanding Sampling Rate Changes in Bambu Lab Filament Tracker Data

Explore sampling rate changes in Bambu Lab Filament Tracker data from 60min to 30min intervals. Understand the impact on temporal resolution and data structure.

deep-dive
Mar 8, 2026
Calculating Purchase Window Overlaps for Multiple Products

Learn to calculate purchase window overlaps for multiple products using DuckDB on Parquet shards. Find simultaneous stock availability efficiently.

tutorial
Mar 8, 2026
Detecting Flash Sales Using the is_flash_sale Boolean Field in Bambu Lab Tracker

Easily detect flash sales using the is_flash_sale boolean field in the BBL Tracker database. Filter and analyze limited-quantity purchase events separately from regular stock data.

how-to-guide
Mar 8, 2026
How to Join product_name and variant_name for Unique Product Identification in BBL Tracker

Learn how to join product_name and variant_name for unique product identification in BBL Tracker. Concatenate with SQL || operator for complete product details. See script.py for example.

how-to-guide
Mar 8, 2026
Optimizing Query Performance by Selecting Specific Time Ranges in BBL Tracker

Speed up BBL Tracker DuckDB queries by selecting specific time ranges. Generate deterministic URLs for 6-hour Parquet shards to avoid downloading the full manifest and boost performance.

performance
Mar 8, 2026

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