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Title

Transforming the way people manage their taxes

quote · high
…in Contact Us Try Databricks Customer Stories / Jobis & Villains CUSTOMER STORY Transforming the way people manage their taxes 2 billion KRW in additional revenue 20% decrease in data engineering resource u…

Description

Jobis & Villains, which runs the SamjumSam AI accounting and tax-filing platform used by over 19 million registered users in Korea, unified previously siloed data pipelines on the Databricks Data + AI Platform with Unity Catalog and Databricks SQL. The company built a real-time streaming pipeline that triggers personalized prompts based on customer behavior, generating 2 billion KRW in additional sales, while cutting data engineering resource utilization by 20%.

derived · high
…certain area within their platform. As a result of these targeted interactions, the company has generated 2 billion KRW in additional sales. “Databricks has helped us to do things that we couldn’t do before,” Cho emphas…
…other automation tasks are also easily handled by the fully managed platform — reducing data engineer resources to manage pipelines by 20%. The team is now able to manage more data pipelines with fewer people, and, in…

Company

Jobis & Villains

quote · high
…rity and Trust Ready to get started? Get a Demo Login Contact Us Try Databricks Customer Stories / Jobis & Villains CUSTOMER STORY Transforming the way people manage their taxes 2 billion KRW in…

Industry

Financial Services

classification · high
…yond the tax market — with Databricks as a key enabler. Share this post Details Industry : Financial Services Cloud : AWS Product : Databricks SQL , Lakeflow Jobs , Unity Catalog Ready to g…

Problem

Jobis & Villains' siloed data systems made it difficult to manage data in a unified way, creating data engineering overhead that slowed time to insight. Metrics were extracted differently by different analysts, the same metrics were created with different names, some data could not be processed in the existing AWS Glue catalog, and downstream analysis performance was unstable due to inconsistent data extraction criteria.

derived · high
…a loading also hindered data governance and collaboration within the data team. Even when using the same source data, metrics were extracted differently by different analysts, while the same metrics were created with different names, making it difficult to explore the data efficiently. Additionally, data that could not be processed in the existing AWS Glue catalog…

Solution

Jobis & Villains adopted the Databricks Data + AI Platform to unify previously scattered data into unified pipelines. Unity Catalog implemented unified data governance and controls, Databricks SQL let teams standardize and extract metrics from common data, and a real-time streaming pipeline on the platform enabled analysis of streaming customer behavior data, powering real-time prompts sent to users when they left a certain area within the platform.

derived · high
…rning to Databricks as the foundation for their data and analytics initiatives, Jobis & Villains has been able to unify their previously scattered data and feed them to unified pipelines based on data characteristics for downstream analytics. With Unity Catalog, they have also implemented unified data governance and cont…

Business value

The real-time streaming pipeline and targeted interactions generated 2 billion KRW in additional sales, and Databricks reduced data engineering resources needed to manage pipelines by 20%, freeing resources for new data platform tasks and future initiatives.

derived · high
…certain area within their platform. As a result of these targeted interactions, the company has generated 2 billion KRW in additional sales. “Databricks has helped us to do things that we couldn’t do before,” Cho emphas…

AI capabilities

Machine Learning, Recommendation & Personalization, Intelligent Automation

classification · medium
…s & Villains successfully introduced a new paradigm in the domestic tax market, utilizing data and AI to simplify how taxes are done through automated expense processing classification, personalized communications with customers, and data-driven tax strategy services. As the digitization of tax and accounting services increased, so did the volum…

Technology

Databricks Data + AI Platform, Databricks SQL, Lakeflow Jobs, Unity Catalog

classification · high
…key enabler. Share this post Details Industry : Financial Services Cloud : AWS Product : Databricks SQL , Lakeflow Jobs , Unity Catalog Ready to get started? Try Databricks for free Learn more about our product Talk…

Deployment model

Cloud

classification · high
…abricks as a key enabler. Share this post Details Industry : Financial Services Cloud : AWS Product : Databricks SQL , Lakeflow Jobs , Unity Catalog Ready to get started?…

Deployment options

cloud

classification · high
…abricks as a key enabler. Share this post Details Industry : Financial Services Cloud : AWS Product : Databricks SQL , Lakeflow Jobs , Unity Catalog Ready to get started?…

Headline outcome

derived · high
…nsforming the way people manage their taxes 2 billion KRW in additional revenue 20% decrease in data engineering resource utilization Navigating accounting and taxes can be a daunting task. Jobis & Villains has be…

Use case type

Analytics augmentation

classification · high
…at slowed time to insight for the business. With Databricks Data + AI Platform, they now have a unified view into all their data. This has unlocked their ability to democratize data across the organization, e…
Capture details
Captured
16 Sept 2026, 06:05 UTC
Extractor
fetch-strip@1
Snapshot hash
76bb10b870869dfe248f6ab62859aae400874e67e48fbf0ea316e81c69cf81ca