At the heart of our solution are custom-developed data agents. These softwarecomponents continuously extract and stream fresh data into BigQuery's scalable environment. Here's how they work:

• Source Connection: Our agents establish secure connections to your diversedata sources like databases, applications, event streams, and more—wherever your KPI data resides.
• Data Transformation: The agents then perform necessary data cleansing and transformations to ensure consistency and compatibility with your BigQuery data models.
• Real-time Streaming Inserts: Transformed data is continuously inserted into BigQuery using streaming API calls, providing an up-to-the-second representation of your KPIs.

BigQuery's analytical prowess comes to life in this scenario:

• Anomaly Detection: We use BigQuery's built-in statistical functions and VertexAI's pre-trained ML models to identify unusual patterns or outliers in your KPIs. These anomalies can signal potential problems or opportunities.
• Trend Identification: BigQuery aggregates and analyzes your streaming KPIdata, uncovering meaningful trends over time. This allows you to visualize emerging trajectories for proactive decision-making.
• Alerting Mechanisms: We configure automated alerts within BigQuery orleverage external systems to instantly notify stakeholders about anomalies or critical trend deviations.

Tableau dashboards connect seamlessly to BigQuery, providing stunning real-timevisualizations of your KPIs:

• Interactive Dashboards: We design visually appealing dashboards showcasingyour most important KPIs, refreshed continuously to reflect the latest data.
• Drill-Down Capabilities: Tableau lets you explore trends and anomalies, delvingdeeper into your data to uncover the root causes and potential impacts

Chromadata's expertise simplifies the process of implementing real-time KPI monitoring. We offer:

• Needs Assessment: We work with you to understand your specific KPImonitoring requirements.
• Custom Solution Design: Our team develops a tailored solution that aligns withyour unique business needs.
• Ongoing Support: We maintain and optimize your system to ensure itscontinuous operation and value delivery.