Handling late and out-of-order events in Eventstream windows and Eventhouse aggregations?
I'm coming from Apache Flink, where late and out-of-order events are handled with event-time watermarks and allowed lateness. I'm trying to understand the equivalent approach in Fabric Real-Time Intelligence. Scenario: IoT devices send telemetry with an event timestamp. Because of network delays, some events arrive several minutes late, and occasionally out of order. I need accurate 5-minute aggregates (average and max per device) for dashboards and Activator rules. Questions: Eventstream: when using windowed aggregations (tumbling or hopping), are windows based on event time or arrival time? Is there a setting for out-of-order tolerance or late-arrival handling, and what happens to events that arrive after a window has closed: are they dropped, or do they produce a corrected result? Eventhouse: if I aggregate in Eventhouse instead, for example with a materialized view using bin(EventTime, 5m), are late events included automatically when they arrive? Any caveats with materialized views and late data? Which layer is better for aggregations when correctness under late data matters more than lowest latency? Activator: if a rule has already fired on an aggregate that later gets corrected by late data, is there a pattern for handling that, or should rules only run on finalized windows?
New to microsoft fabric- time intelligence.
Hello everyone! I'm new to microsoft fabric and Real -Time Intellligence. I am excited to learn how the real time data processing works and look forward to learning from this community. I am beginner to microsoft fabric . So as a beginner with basic programming knowledge, what are the best beginner resources to start learning Real-Time Intelligence? I hope you will favour me....
Working with Microsoft Fabric Support - A Collaborative Approach
At Microsoft Fabric Support, our goal is simple: help you resolve issues as quickly and smoothly as possible. Just like the recommendations shared in the Microsoft Fabric Community’s guidance on getting questions answered effectively, providing clear and complete information upfront helps everyone move faster and avoid unnecessary back-and-forth. Support is most effective when it’s a collaborative process. You bring the knowledge of your environment and workloads, and we bring deep platform expertise and diagnostics to help investigate the issue together. Help Us Help You When opening a support case, please include as much of the following information as possible: Issue Details Clear description of the problem Expected behavior vs. actual behavior Is the issue intermittent or consistently reproducible? Approximate timeframe of when the issue occurred (UTC preferred) Error Information Please include: Full error message text Screenshots (highly recommended) Activity IDs / Correlation IDs if available Even small details can significantly speed up investigation. Environment Information That Helps Investigation Depending on the Fabric workload being used, please provide the relevant item IDs and environment details. Workspace Information Workspace ID / Workspace URL To find this: Open the Fabric workspace Copy the URL from your browser Example: ".. https://app.fabric.microsoft.com/groups/<WorkspaceID>/… …" The value after /groups/ is the Workspace ID. Screenshot example above showcases the WorkspaceID and EventhouseID. Fabric Item IDs Please provide the item ID related to the affected workload, such as: EventhouseID ActivatorID LakehouseID WarehouseID SemanticModelID EventstreamID PipelineID These IDs help us locate telemetry and backend diagnostics more efficiently. You can typically find these: In the browser URL while inside the Fabric item Within item settings/details pages From the Fabric portal navigation pane Additional Environment Details Please also include: "… WorkspaceID: Capacity Name: Region …" Example: "… WorkspaceID: xxxxxxxx-xxxx-xxxx-xxxx-xxxxxxxxxxxx Capacity Name: Fabric-Prod-EastUS Region: East US …" This information helps us identify: Capacity-level issues Regional service impact Configuration-specific behavior Why This Matters Microsoft Fabric is a distributed cloud platform, and troubleshooting often depends on correlating logs, telemetry, timestamps, and resource identifiers together. Providing complete details upfront helps: Reduce delays Avoid repeated clarification requests Accelerate root cause analysis Create a smoother support experience for everyone involved We’re here to partner with you throughout the process, and we truly appreciate your collaboration in helping us investigate issues effectively. We look forward to working with you!
Error in Microsoft Applied Skills: Implement a Real-Time Intelligence Assessment Lab : Need help
Hello All, since a week I was stuck on one error in Microsoft Applied Skills: Implement a Real-Time Intelligence solution with Microsoft Fabric Lab. Did anyone face the same issue if so, can anyone help me out how to resolve it. Attaching the error and related images below. Error: It says " unable to load container blobs. Verify that workspace identity is enabled and has storage blob data reader access to the storage account" . I am familiar with this permission and have enabled it in my own azure environment for my own blob that I have created but since these are pre created by Microsoft, I don't have access to these storage blobs and hence I am not sure how to proceed here. I have attempted this twice but I was stuck at the same point. I really appreciate your help and taking time in looking into my post. Thank you so much.Activator Not Showing in My Workspace
According to the Fabric Capacity Metrics, an Activator item is consuming a high amount of capacity units. However, when I check the workspace manually, no Activator item is visible. I wanted to delete or remove this item, as it appears to have been activated by mistake.
