// LIVE PRODUCT

Every tab. Real dashboard.
Your cloud.

Screenshots from the live Duck Data Master Guru dashboard — running on a dedicated GCP compute instance. 12-tab AI analytics IDE, deployed exclusively for your account in under 5 minutes.

All Tabs Ingest Extract Query Transform Profile Join ML Score Fuzzy Export PQC Sign Notebook Chat
uid.inst.duckdatamaster.guru — Ingest
Ingest Tab — file upload and GCS bucket manager
Tab 1 — Ingest

File Upload & GCS Bucket Manager

Step one of every pipeline. Upload files, browse your GCS bucket with full folder navigation, create folders, delete files and folders, load selected files into the analytics engine.

uid.inst.duckdatamaster.guru — Extract
Extract Tab — advanced data sources
Tab 2 — Extract

Advanced Data Sources

Load from Delta Lake, Iceberg tables, geospatial files, and query S3/GCS directly without downloading. Database scanner connectors for PostgreSQL, MySQL, and SQLite.

uid.inst.duckdatamaster.guru — Query
Query Tab — AI text-to-SQL results
Tab 3 — Query

AI Text-to-SQL Results

Ask a question in plain English. The AI generates SQL, runs it, and returns the result table. Save results as a named table, push to Notebook, or export directly.

uid.inst.duckdatamaster.guru — Transform
Transform Tab — SQL editor
Tab 4 — Transform

Full-Featured SQL Editor

Write and run any SQL — window functions, CTEs, PIVOT, UNNEST. Transform raw data into clean tables. Ctrl+Enter to run. Results appear inline.

uid.inst.duckdatamaster.guru — Profile
Profile Tab — schema and data profiler
Tab 5 — Profile

Schema & Data Profiler

Select any loaded table and click Profile — instant SUMMARIZE output showing distributions, null counts, min/max, percentiles, and unique values for every column.

uid.inst.duckdatamaster.guru — Join
Join Builder Tab — visual join UI
Tab 6 — Join

Visual Join Builder

Build cross-table joins without writing SQL. Select tables, pick join keys and join type, preview the generated SQL, and run — result saves as a named table instantly.

uid.inst.duckdatamaster.guru — ML Score
ML Score Tab — train and score ML models
Tab 7 — ML Score

Train & Score ML Models

Train Random Forest, Gradient Boosting, or Regression on any loaded table. Get accuracy metrics, feature importance, and a fully scored output table — no separate ML platform.

uid.inst.duckdatamaster.guru — Fuzzy
Fuzzy Match Tab — string similarity matching
Tab 8 — Fuzzy

Fuzzy String Matching

Find approximate matches across datasets — "Acme Corp" matches "ACME Corporation". Jaro-Winkler similarity with configurable threshold. Entity resolution, deduplication, and messy-join use cases.

uid.inst.duckdatamaster.guru — Export
Export Tab — download and write back
Tab 9 — Export

Download & Write Back

Download any table as CSV, Parquet, or JSON. Write directly to your GCS bucket. Sign exports with ML-DSA-65 for tamper-evident delivery. COPY TO with optional column partitioning.

uid.inst.duckdatamaster.guru — PQC Sign
PQC Sign Tab — post-quantum keypair lifecycle
Tab 10 — PQC Sign

Post-Quantum Keypair Lifecycle

Full ML-DSA-65 keypair management — generate, rotate, back up to GCS, restore, and delete. Sign any table export with one click. NIST FIPS 204 · Security Level 3.

uid.inst.duckdatamaster.guru — Notebook
Notebook Tab — built-in AI notebook
Tab 11 — Notebook

Built-in AI Notebook

Full Jupyter-compatible code + markdown cell environment. Shift+Enter, A/B/M/Y/D+D shortcuts, auto-grow, collapsible cells. AI Suggest bar. Save as .ipynb. Load existing notebooks.

uid.inst.duckdatamaster.guru — Chat
Chat Tab — Duck Master AI conversation
Tab 12 — Chat

Duck Master AI Chat

Full conversation AI about your data. Ask Duck Master to walk you through the entire pipeline tab by tab. Inject answers directly into Notebook cells. Chat history persisted in browser.

All screenshots are from the live product — your instance looks identical.
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