How do we restrict EKS features to a pilot group using feature flags and policy controls?

To prove a Rise Calendar update improved team productivity without increasing risk, you need to track metrics that balance enhanced features with operational stability. Productivity KPIs measure task completion and meeting efficiency, while risk KPIs focus on system performance and change failure rates.

Productivity KPIs
These KPIs measure whether the new features in Rise Calendar help users manage their time better and complete tasks more efficiently.

• Meeting efficiency and quality
• Time management and focus

Risk KPIs
These KPIs are essential for confirming that productivity gains were not achieved at the expense of performance, reliability, or security.

• Operational stability
• Security and compliance

To protect core Data Cloud functionality after a seasonal upgrade, regression tests should cover data ingestion, identity resolution, calculated insights, segment creation, activation/export flows, and data model integrity.

To update integration clients using deprecated endpoints in Data Cloud this season:

• Identify deprecated endpoints.
• Replace instance URLs with My Domain URLs..
• Modify authentication processes.
• Optimize deprecated fields.
• Test in Sandbox first.
• Monitor UPI usage.

In 2025, leading AI tools for demand forecasting include Anaplan, o9 Solutions, SAP, Blue Yonder, ThroughPut Inc., E2open, and DataRobot, Inc.

To create a pie chart in Google Data Studio you should:

• Create a new report in Google Data Studio.
• Click the “Add a Chart” button and choose a pie chart.
• Select the data source, dimension and metric.
• Modify the pie chart, adjust colors and labels.