Remove Cost-Benefit Remove Reference Remove Snapshot
article thumbnail

Build a high-performance quant research platform with Apache Iceberg

AWS Big Data

Our experiments are based on real-world historical full order book data, provided by our partner CryptoStruct , and compare the trade-offs between these choices, focusing on performance, cost, and quant developer productivity. You can refer to this metadata layer to create a mental model of how Icebergs time travel capability works.

Metadata 107
article thumbnail

Run Apache XTable in AWS Lambda for background conversion of open table formats

AWS Big Data

Moreover, they can be combined to benefit from individual strengths. In later pipeline stages, data is converted to Iceberg, to benefit from its read performance. Traditionally, this conversion required time-consuming rewrites of data files, resulting in data duplication, higher storage, and increased compute costs.

Insiders

Sign Up for our Newsletter

This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.

article thumbnail

Your Introduction To CFO Dashboards & Reports In The Digital Age

datapine

Benefit from great CFO dashboards & reports! This most essential of CFO dashboard examples drills into the four key financial areas that are most relevant to modern chief financial officers: costs, sales goals, gross profit, and satisfaction levels — both customer and employee. Benefit from great CFO dashboards & reports!

article thumbnail

Your Definitive Guide To KPI Tracking By Utilizing Modern Software & Tools

datapine

Benefit from a great tracking system today! By measuring KPIs regularly and automatically, you can increase productivity and decrease costs. . What Are The Benefits Of KPI Tracking? Now that we’ve established what key performance indicator tracking is, let’s look at the business-boosting benefits. What Is KPI Tracking?

KPI 195
article thumbnail

Implement data warehousing solution using dbt on Amazon Redshift

AWS Big Data

In this post, we look into an optimal and cost-effective way of incorporating dbt within Amazon Redshift. For more information, refer SQL models. Snapshots – These implements type-2 slowly changing dimensions (SCDs) over mutable source tables. For more information, refer to Redshift set up.

Snapshot 104
article thumbnail

Apache Iceberg optimization: Solving the small files problem in Amazon EMR

AWS Big Data

Compaction is the process of combining these small data and metadata files to improve performance and reduce cost. For more information on streaming applications on AWS, refer to Real-time Data Streaming and Analytics. We use an EMR notebook to demonstrate the benefits of the compaction utility.

article thumbnail

Your Definitive Guide To Modern & Professional Procurement Reports

datapine

If your procurement process costs you valuable time and incurs unnecessary costs, you may end up falling behind your competitors. The price of light is less than the cost of darkness.” – Arthur C. There are a host of benefits to procurement reporting. And procurement reporting is no exception to this.

Reporting 158