Transforming the automotive industry with AI-ready mainframe data delivery to Snowflake and AWS

by Joseph Brady, Director of Business Development at Treehouse Software

Treehouse Software data delivery for Auto industry

Treehouse Software’s Treehouse Dataflow Toolkit (TDT) is currently in production at a large auto manufacturer as their key component for replicating dealership and vehicle order management data from multiple disparate mainframe databases to Snowflake on AWS.

The TDT solution, along with Treehouse’s decades of mainframe expertise, and our Cloud Engineers’ deep skills with multiple top-level AWS certifications accelerated the customer’s critical data move to Snowflake. Thanks to the Treehouse data delivery architecture, the customer’s data scientists and analysts can now access analytics-ready data through Snowflake. This enables sub-second query performance for rapid, intensive analytical tasks, and data sharing in real time, eliminating the need to move or copy data, thus enabling immediate insights across divisions and subsidiaries. The analytics teams can also make plans to easily add the latest AWS-based Analytics/AI/ML-friendly offerings, such as  Amazon Redshift, Amazon Athena/S3, Amazon SageMaker AI, Amazon Bedrock, as well as any yet-to-be-developed Cloud services!

Since TDT is much more than a mere “connector,” the customer was able to eliminate months of development time and costs by using the tool to quickly and automatically prepared the full infrastructure needed for Snowflake data loading. As shown in the following architectural diagram, TDT is taking the customer’s mainframe data that was pumped into Amazon MSK (Managed Streaming for Kafka) by Rocket Data Replicate and Sync (RDRS) and lands it into Snowflake. TDT not only delivers the customer’s data, but its advanced crawler functions automatically prepare landing tables, views, and staging infrastructure for Snowflake. Additionally, when needed, TDT now stands ready to generate an archiving infrastructure and create Apache Iceberg tables for enhanced data management.

The Treehouse solution is enabling the customer to quickly move away from slow, on-premises, batch-oriented processes to their new scalable, highly available, and secure Cloud-native system. They are also better positioned to innovate for future data needs and strategies on a flexible and easily customizable architecture.

Customer Benefits

  • The customer’s data scientists and analysts can now access analytics-ready data faster and ever before through Snowflake
  • The new architecture easily allows testing and adding other Cloud-based Analytics/AI/ML-friendly targets and services.
  • From a data scientist’s perspective, effective dataflow tooling with TDT has delivered tangible benefits:
    • Fewer reconciliation issues with other divisions
    • Greater confidence in analytical results
    • Faster turnaround on urgent questions from leadership and multiple divisions
  • TDT’s auto scaling and parallelizing Lambda framework allows many parallel selects to all run at once, thus loading large tables with minimal latency.
  • Since TDT is built in alignment with AWS’s and Snowflake’s best practices, proper security and performance is ensured.
  • TDT is delivered via CloudFormation Templates, which automated and accelerated the process of installing and configuring the complete TDT application (including AWS Lambda functions and numerous other AWS resources, all wrapped in a well-architected security framework) in their AWS account. This allowed the customer to be up and running with a fully preconfigured implementation of the new data transfer pipeline in minutes.
  • The customer now has lasting compatibility with emerging Cloud technologies. As AWS and Snowflake introduce new features, TDT readily integrates them, staying ahead of the curve, keeping data pipelines modern and efficient.

In short: better data → better analytical judgment. 

Visit Treehouse Software on the AWS Marketplace for all of our Cloud offerings…

Treehouse Dataflow Toolkit (TDT) and TDT-DIRECT are Copyright © Treehouse Software, Inc. All rights reserved.

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Treehouse Software accelerates insurance companies’ data delivery to the latest Analytics/BI/AI/ML-friendly platforms

by Joseph Brady, Director of Business Development at Treehouse Software and Eleonora Savova, Cloud Solutions Architect at Treehouse Software

Every major insurance policy begins with the same foundation: understanding historical claims data to determine how often claims occur, what they cost, and which factors drive risk.

Data analytics has always been the insurance industry’s lifeblood, with actuarial efforts relying on sophisticated analysis of historical data – an approach that, in many ways, resembles how modern machine learning (ML) techniques are used to quantify and manage risk and uncertainty.

All insurance companies hold decades of valuable data across legacy mainframe and non-mainframe systems. Actuaries, data scientists, and other analysts need data delivered into modern analytics environments in a reliable way. Treehouse Software addresses this challenge in the most straightforward and efficient manner by connecting legacy data to today’s top analytics platforms. Our Treehouse Dataflow Toolkit (TDT) enables rapid bulk load and change data capture (CDC) from multiple data sources into Snowflake and AWS. As part of this process, TDT automatically provides the required target infrastructure, making the data immediately available for Analytics, BI, and AI/ML operations.

TDT serves as a key component within AWS-based actuarial analytics architectures, enabling insurance organizations to move away from slow, on-premises, batch-oriented processes and toward scalable, cloud-native systems. These architectures leverage high-performance computing, data lakes, and serverless technologies to automate data ingestion, modeling, and reporting, reducing processing times from days to minutes.

With TDT handling data delivery, actuaries and data scientists can access analytics-ready data through platforms such as Snowflake, Amazon Redshift, etc. TDT operates in the background, ensuring that the most recent data is consistently available without manual intervention.

TDT Value and Benefits

Beyond delivering your data, TDT is MUCH more than a mere “connector”. It is a fully configurable end-to-end solution designated to manage the complete data delivery lifecycle. TDT’s advanced crawler capabilities automatically prepare landing tables, views, and staging infrastructure required by the target.

TDT is built in alignment with AWS’s and Snowflake’s best practices, ensuring proper security and performance. This consistent adherence to best practices is a key differentiator that sets TDT apart from many other “connectors” on the market.

From an actuary’s perspective, effective dataflow tooling with TDT delivers tangible benefits:

  • Fewer reconciliation issues with Finance
  • Greater confidence in analytical results
  • Faster turnaround on urgent questions from leadership

In short: better data → better actuarial judgment. 

Treehouse provides highly-detailed CloudFormation Templates which automate and accelerate the process of installing and configuring the complete TDT application (including AWS Lambda functions and a number of other AWS resources) in your AWS account(s). The TDT CloudFormation Templates create stacks consisting of all principal framework components, along with related IAM policies and roles which are carefully engineered to comply with “best practices” (such as a “least privileges” approach to permissions).

The TDT CloudFormation Templates also optionally provide for automatic creation of a VPC, its subnets, and all required standard VPC-oriented resources, as well as optional creation of a source database cluster (consisting of either a sample database provided by Treehouse for a quick trial/POC, or your own database and data).

Simply put, TDT is a Cloud-native, turnkey solution that can eliminate months (or even years) of research and development time and costs and allow customers to be up and feeding data to an actuarial analytics architecture in minutes.

Visit Treehouse Software on the AWS Marketplace for all of our Cloud offerings…

Treehouse Dataflow Toolkit (TDT) and TDT-DIRECT are Copyright © Treehouse Software, Inc. All rights reserved.

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Contact us today to schedule a demo!