Broadcasting Metrics Optimization 
CIO Business Intelligence
JANUARY 10, 2025
As leaders work to define the right metrics, those measures must be tightly aligned with the business strategy and should account for the cost of not investing. As leaders work to define the right metrics, those measures must be tightly aligned with the business strategy and should account for the cost of not investing.
Occam's Razor
NOVEMBER 24, 2009
Stale marketing or measurement thinking applied to them results in terribly sub optimal results for all involved. Are not just reporting "hits", rather coming up with clever metrics. Quantitative Metrics / Analyses. While on the surface they might seem useful, I am always suspicious of compound metrics.
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AWS Big Data
OCTOBER 23, 2024
Amazon Redshift provides performance metrics and data so you can track the health and performance of your provisioned clusters, serverless workgroups, and databases. This will open the query plan in a tree view along with additional metrics on the side panel. For more information, refer to Amazon Redshift clusters.
AWS Big Data
SEPTEMBER 14, 2023
We’ve already discussed how checkpoints, when triggered by the job manager, signal all source operators to snapshot their state, which is then broadcasted as a special record called a checkpoint barrier. Then it broadcasts the barrier downstream. For more details, refer to Limitations.
AWS Big Data
MAY 1, 2024
As a result, a developer may observe that their AWS Glue jobs are completing without apparent errors, yet the system could be operating far from its optimal efficiency. Another thing that you can use is the summary metrics for each stage. You can detect data skew with data analysis or by using the Spark UI.
AWS Big Data
SEPTEMBER 14, 2023
Internally, Apache Flink uses clever mechanisms to maintain exactly-once state consistency, while also optimizing for throughput and reduced latency. The time a sub-task spends on the synchronous and asynchronous parts of the checkpoint is measured by Sync Duration and Async Duration metrics, shown by the Apache Flink UI.
Occam's Razor
DECEMBER 8, 2017
The lesson is about the limitation of optimizing for a local maxima, usually in a silo. If the Surface Marketing team is like every other team at every other company engaged in sponsorships and television advertising, it’ll measure the same collection of smart metrics like everyone else. Better than Reach and Brand Lift metrics?
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