Analytics

Zerobus Ingest: Direct Streaming to the Lakehouse

Analytics /

What Is Zerobus Ingest?  Zerobus Ingest is a push-based ingestion service from Databricks designed to send streaming data directly into Unity Catalog managed Delta tables. Instead of routing data through an intermediate message bus, Zerobus allows producers to write directly to the lakehouse target where the data can be governed, queried, and used for analytics or AI workflows. Databricks describes it as a serverless […]

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Databricks Lakebase: Unlock Operational Data for AI and Analytics

Analytics, Business Intelligence, Visualization /

What Is “Lakebase” and Why It Matters Now The evolution of enterprise data platforms has moved from traditional data warehouses to data lakes, and more recently to the lakehouse model. Platforms like Databricks have helped drive this shift by combining scalable cloud storage with open data management technologies such as Delta Lake, enabling analytics, machine learning, and

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Accelerating Breakthrough Performance with Digital Twins in Greenfield Environments

Analytics /

Why Greenfield Industrial Sites Are the Ideal Starting Point for Digital Twins We are Calgary OSIsoft PI Experts A greenfield industrial project refers to the development of a new facility built from the ground up on an undeveloped site, with no existing infrastructure or systems. This includes new oil processing facilities, wind farms, and solar plants. We

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Automate and Enforce Data Quality with Delta Live Tables

Analytics, Visualization /

Introduction: The Evolution of Data Pipelines Data pipelines are essential to modern analytics and digital operations across industries, from financial services to healthcare. In the oil and gas industry, data pipelines are particularly valuable because they power seismic data interpretation, real-time IoT sensor monitoring from rigs and pipelines, and regulatory reporting on emissions and sustainability.

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Transforming Wind Farms: How AI and Data Analytics Unlock Efficiency

Analytics, Visualization /

Introduction Modern wind farms face complex operational challenges, dynamic weather conditions, variable wind patterns, and the wear and tear of turbine components. To manage this complexity, AI and data analytics offer powerful tools: they can analyze sensor and geospatial data in real time, predict equipment failures before they happen, and suggest optimum turbine configurations for

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Databricks Lakehouse: A Powerful Framework for Modern Data and Analytics

Analytics /

Introduction For years, businesses had to choose between the flexibility of a data lake and the performance of a data warehouse. The Lakehouse architecture, pioneered by Databricks, combines the best of both worlds by offering one platform for all your data, analytics, and AI needs. At MetaFactor, our Calgary Data Engineer Experts help organizations adopt

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Apache Airflow & dbt: Proven Strategy From Orchestration to Transformation

Analytics, Historians /

Introduction Modern data teams face a common challenge: how to manage growing volumes of data while ensuring it is reliable, timely, and ready for analytics. Traditional pipelines often break under the pressure of multiple data sources, complex dependencies, and the need for continuous validation. Without the right tools, analysts are left chasing broken SQL scripts,

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Digital Twins Transform Asset Performance in the Energy Sector

Analytics, Historians /

Overview The oil and gas sector is undergoing a significant transformation, driven by the need to enhance operational efficiency, ensure safety, and meet environmental regulations. Among emerging tools and techniques, digital twins have emerged as a pivotal innovation. We are Calgary OSIsoft PI Experts and Calgary OSIsoft PI AF Experts. AVEVA, a global leader in

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From Excel to Dataverse: A Powerful Data Transformation

Analytics, Business Intelligence, Visualization /

An engineering consulting firm needed to upgrade wiring and monitoring systems across three U.S. gas plants. Right away, they hit a major roadblock: all input/output (IO) data lived in one massive, clunky Excel spreadsheet. It was stored on a shared drive and passed between engineers, managers, and site staff. At MetaFactor, we are Calgary Power

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