Skionis: Data Engineering, Delivered 3× Faster
Muoro's proprietary internal accelerator. Our data engineers use it every day to build client data platforms on Databricks faster, more consistently, and with fewer defects than any other approach.
3×
Faster project delivery
2 weeks
vs 6-week legacy delivery
50+
Pre-built source connectors
7
Interconnected platform modules
Delivery Impact
One Brief. Production Databricks Platform. Days, Not Months.
When a client engages Muoro to build their ETL pipeline, migrate their legacy warehouse, or clean and structure their raw data — our engineers use Skionis to do that work.
Delivery Impact
One Brief. Production Databricks Platform. Days, Not Months.
When a client engages Muoro to build their ETL pipeline, migrate their legacy warehouse, or clean and structure their raw data — our engineers use Skionis to do that work.
ETL pipeline on Databricks
Bronze → Silver → Gold medallion architecture deployed in days. Every layer — ingestion, cleaning, aggregation — configured through the accelerator, not hand-coded from scratch each time.
Legacy data migration
Source connectors to any existing system — MySQL, SQL Server, Oracle, SAP BW, files, APIs. Incremental sync with watermark tracking. Delta tables registered in Unity Catalog automatically.
Unstructured data extraction
PDFs, scanned documents, invoices, contracts — parsed and extracted into typed Silver tables using Databricks AI Functions. No custom ML pipeline needed.
Data cleaning & standardisation
Column mapping, type enforcement, deduplication, quality rules, and schema drift detection built into the Silver layer configuration.
Multi-source Gold tables
Business-level JOIN tables across multiple Silver sources configured visually — no manual Spark SQL authoring required.
Gen AI / NL query on client data
Natural language query interface powered by a semantic layer sits on top of Gold tables. Client analysts ask questions in plain English and get SQL-backed answers instantly.
Platform Architecture
Seven Modules. One Complete Engineering Platform.
Each module eliminates a class of repetitive engineering work. Together they cover the full lifecycle — from raw source data to business-ready Gold tables and Gen AI queries.
Platform Architecture
Seven Modules. One Complete Engineering Platform.
Each module eliminates a class of repetitive engineering work. Together they cover the full lifecycle — from raw source data to business-ready Gold tables and Gen AI queries.
Workspace Manager
Manual Databricks workspace setup, catalog/schema creation, credential management.
Authenticated workspace with Bronze, Silver, Gold schemas in Unity Catalog.
Connector Hub
Writing bespoke ingestion scripts per source. Managing JDBC drivers. Handling auth per connector.
Live source connections with encrypted credentials in Databricks Secrets.
Document Extraction
Building custom LLM extraction pipelines. Handling PDF parsing. Writing field validation.
Structured Silver Delta tables from any PDF, image, or document source.
Extraction Specs
Rewriting extraction logic for each document type. Managing prompt versions.
Reusable extraction templates with field types, prompts, and validation rules.
Sync Scheduler
Writing Bronze and Silver PySpark notebooks. Wiring Databricks jobs. Managing schedules.
Deployed, scheduled Databricks jobs for every Bronze → Silver pipeline.
Gold Table Builder
Writing Spark SQL JOIN logic. Configuring Gold table jobs. Testing aggregations.
Production Gold Delta tables built from visual JOIN configuration.
Run History & Alerts
Building monitoring dashboards. Wiring notification pipelines. Writing audit logs.
Full run audit trail with Slack/email alerts on every job lifecycle event.
Data Architecture
The Medallion Architecture — Applied Automatically on Every Engagement.
Every client project built through Skionis follows the Databricks-native medallion standard. Engineers do not architect this from scratch — the right table format, the right Unity Catalog structure, the right sync logic, applied consistently.
Data Architecture
The Medallion Architecture — Applied Automatically on Every Engagement.
Every client project built through Skionis follows the Databricks-native medallion standard. Engineers do not architect this from scratch — the right table format, the right Unity Catalog structure, the right sync logic, applied consistently.
Generates the ingestion notebook for any source type — JDBC, file, API, document. Registers the raw Delta table in Unity Catalog. Full-fidelity, no transformation at this stage.
Generates the transformation notebook with column mapping, type casting, deduplication, and watermark-based incremental logic. Wires Bronze and Silver tasks into a single two-task Databricks job sharing one cluster for cost efficiency.
Visual JOIN builder generates production Spark SQL for multi-source aggregation tables. Supports Silver tables and other Gold tables as sources. Registers output in Unity Catalog. Zero SQL authored by the engineer.
Live DAG lineage view — 18 nodes · 17 connectors · Bronze sources through Gold aggregate tables
Engineering Workflow
A Full Production Pipeline in Under 2 Days.
A Muoro data engineer onboards a complete production Databricks pipeline using Skionis. From client brief to live Gold tables and dashboards — in seven steps.
Engineering Workflow
A Full Production Pipeline in Under 2 Days.
A Muoro data engineer onboards a complete production Databricks pipeline using Skionis. From client brief to live Gold tables and dashboards — in seven steps.
Register the Client Workspace
Engineer navigates to Workspace Manager, enters workspace URL and credentials. Skionis validates connectivity, discovers Unity Catalog structure, and sets Bronze, Silver, Gold schemas — in under 5 minutes.
Connect the Client's Data Sources
Connector Hub offers 50+ pre-built connectors. Credentials are encrypted with AES-256-GCM and written to Databricks secret scope. Schema discovery runs automatically — no ingestion code written at this stage.
Configure Bronze Sync for Each Source Table
Select sync mode (Full Refresh or Incremental with watermark column) and set a cron schedule. Skionis generates a production-grade PySpark notebook, deploys it, and creates the Databricks job — automatically. 10+ source tables in under 2 hours.
Build Silver Transformation Models
Map source columns to target names, set data types, apply null filters, configure deduplication key. Skionis generates transformation notebooks with full watermark-based incremental logic using Delta's Change Data Feed. Engineers do not write Spark code.
Define Gold Tables via Visual JOIN Builder
Drag Silver tables onto the visual canvas. Select join types (INNER, LEFT, RIGHT, FULL OUTER), join key columns, output columns, and aggregation functions. Skionis generates and deploys the complete Gold Spark SQL job. Zero SQL written.
Run, Monitor, and Hand Over
Pipelines run on cron schedules or triggered manually. Run History gives full visibility: status, duration, rows written at each layer, Databricks job run links. Slack and email alerts fire on job start, completion, failure, and cancellation.
Query, Dashboard, and Gen AI
Gold tables connect to Tableau, Power BI, Looker, Metabase, and Superset via Databricks SQL Warehouse. The Semantic Layer exposes governed metrics. Natural Language Query Interface lets analysts ask in plain English with SQL-backed answers — no SQL knowledge required.
Gold Table Builder — drag-and-drop JOIN canvas. Zero SQL authored by the engineer.
Data Model view — 7 entities · 80 fields · 90% avg confidence
Ready to deliver faster?
Engage Muoro and our engineers bring Skionis to your project from day one.
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Our data engineering teams bring Skionis to every engagement. Production Databricks platforms delivered in a fraction of the time — with the precision and governance your data needs.
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