Lakeflow Jobs

38 use cases using this technology

38published use cases

14industries

9countries on record

Predictive Analytics

top AI capability

Evidence mix: High 38 · Medium 0 · Low 0 — bands are computed from each record's evidence signals.

Industry

Country

38 use cases

Financial ServicesPredictive AnalyticsRecommendation & Personalization

Building a smarter bank through digital customer experiences

Siam Commercial Bank, one of Thailand's largest banks with over 17 million customers, migrated to the Databricks Data + AI Platform with Delta Lake, Unity Catalog and MLflow to power instant digital loan approvals and personalized product recommendations, replacing a fragmented SAS/Teradata setup. This delivered a 2x increase in new digital loans, 62% faster ML deployment lifecycle, and 30 million THB/year in lower operational costs.

Siam Commercial Bank· ThailandDelta Lake · Unity Catalog · MLflow +2

EnergyPredictive Analytics

Lakeflow Jobs enables automation and collaboration in the energy sector

Wood Mackenzie, an energy and natural resources consulting firm founded in Edinburgh, used Databricks Lakeflow Jobs to automate ETL pipelines processing 12 billion data points weekly for its Lens data analytics platform. This delivered an 80-90% reduction in processing time and cost savings through workflow automation.

Wood MackenzieLakeflow Jobs · Apache Spark

LogisticsPredictive Analytics

Grip predicts shipping delivery success to recommend optimal logistics

Grip helps e-commerce companies ship perishable goods (meal kits, frozen food, flowers, pet food) by processing hundreds of thousands of monthly orders plus shipment tracking, weather and customer feedback data on the Databricks Data + AI Platform to predict the probability of delivery success and dynamically recommend the best carrier, insulation, packaging and shipping logistics. Grip builds machine learning models and data engineering pipelines end-to-end on Databricks; customers using its recommendations see a 25% reduction in damage rates and a 30% reduction in shipping costs.

GripDatabricks SQL · Delta Lake · Lakeflow Connect +1

RetailRecommendation & PersonalizationPredictive Analytics

Ahold Delhaize trains ML models for personalization and inventory forecasting across brands

Ahold Delhaize, one of the world's largest food retail groups (7,452+ stores across multiple countries), built a self-service data platform on Databricks Lakeflow Jobs and Auto Loader that lets data engineers across its brands build pipelines for AI/ML needs. Etos uses the platform for machine learning and model training for personalization and inventory forecasting; Albert Heijn's ML engineering team uses Lakeflow Jobs to orchestrate feature engineering and continuous ML model training/retraining pipelines. The platform runs about 1,165 data ingestion jobs daily, cut deployment time 4.5x (1.5 hours to 20 minutes), and reduced costs by 50% through cluster reuse.

Ahold DelhaizeLakeflow Connect · Lakeflow Jobs · Spark Declarative Pipelines +3

Financial ServicesRecommendation & Personalization

AI-driven personalization improves advisor outreach

Ceska sporitelna, part of Erste Group, built Persona 360 on the Databricks Data + AI Platform to combine transactional, call center and digital data into deterministic and probabilistic client insights for branch advisors, using Unity Catalog, Feature Store and Lakeflow Jobs. Approximately 32% of branch advisors clicked on their personalized tips, half of advisor calls enhanced by personalized tips resulted in a personal meeting, and the bank gained 1,000 new client meetings within the first three months.

Česká spořitelnaDatabricks Data + AI Platform · Unity Catalog · Delta Lake +2

TransportationFraud & Anomaly DetectionPredictive AnalyticsNatural Language Processing

Data-powered car-sharing gives people the freedom to drive

GetGo Carsharing, Singapore's largest car-sharing company, migrated to the Databricks Data + AI Platform to unify telemetry, payment and image data from over 300,000 drivers and 3,000 vehicles. Using geospatial analysis and natural language processing, GetGo reduced fuel theft by 50% by detecting fraudulent refueling patterns, accelerated time to insights by 66%, and cut time to market for new data products by 20%.

GetGo Carsharing· SingaporeDatabricks Data + AI Platform · Delta Lake · Unity Catalog +4

Financial ServicesMachine LearningRecommendation & PersonalizationIntelligent Automation

Transforming the way people manage their taxes

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%.

Jobis & VillainsDatabricks Data + AI Platform · Databricks SQL · Lakeflow Jobs +1

EnergyPredictive Analytics

Sympower accelerates Europe's energy transition with forecasting on Databricks

Energy flexibility company Sympower built electricity demand forecasting models on a Databricks medallion architecture with Delta tables, Lakeflow Jobs and Unity Catalog to manage about 2 gigawatts of flexible capacity for European grid balancing, enabling rapid collaborative prototyping of new forecasting models.

SympowerDatabricks Data + AI Platform · Delta Lake · Unity Catalog +3

InsuranceGenerative AIRetrieval-Augmented Generation

Gjensidige breaks down data silos and speeds AI model deployment with Databricks

Gjensidige migrated to the Databricks Data + AI Platform to unify data engineers, scientists and analysts on one tech stack, rebuilding a single-person-dependent commercial renewal rules engine and cutting AI model development and deployment time from days or weeks to a few hours.

GjensidigeDelta Lake · Spark Declarative Pipelines · Lakeflow Jobs +2

MarketingGenerative AIConversational AI

Locala builds a GenAI virtual assistant on Databricks that explains ad campaign data in natural language

Locala, an omnichannel advertising platform, fine-tuned a Llama 2 model on Databricks using MLflow, Lakeflow Jobs and Model Serving to build 'Insights AI,' a virtual assistant that lets planners and clients ask natural-language questions and receive explanations of advertising campaign performance charts and figures. A single data scientist was able to build the tool, which is now used in client-facing sales presentations, and Locala plans to evolve it into a RAG system for broader querying.

LocalaLlama 2 · MLflow · Lakeflow Jobs +4

CybersecurityAgentic AIConversational AINatural Language ProcessingRetrieval-Augmented Generation

Logically forecasts narrative risk for government and enterprise with a conversational AI agent on Databricks

Threat intelligence company Logically built a conversational AI agent using Databricks Agent Bricks Custom Agents, AI Search, Delta Lake and LangGraph to make narrative-risk intelligence accessible to non-technical users, processing over 10 million social media messages daily and going from concept to production-ready agent in under two weeks.

LogicallyDatabricks Data + AI Platform · Lakeflow Jobs · Delta Lake +7

Technology & SoftwareMachine Learning

Making urban mobility effortless with smarter parking solutions

Estapar, Brazil's largest parking network, unified over 600 data sources on the Databricks Data + AI Platform, using AI/BI Genie for self-service analytics and Spark Declarative Pipelines for automation, cutting license plate analysis from three days to real time and delivering a 20x productivity boost.

Estapar· BrazilDelta Lake · Lakeflow Jobs · Spark Declarative Pipelines +3

E-commercePredictive AnalyticsFraud & Anomaly DetectionRecommendation & Personalization

ElasticRun helps small businesses improve supply chain with Databricks

Indian B2B e-commerce platform ElasticRun rebuilt its data infrastructure on Databricks with Delta Lake, Spark Declarative Pipelines and MLflow to manage over 10,000 machine learning models for supply chain and demand forecasting, cutting data pipeline slowdowns by 90% and IT costs by 33%.

ElasticRun· IndiaDelta Lake · Spark Declarative Pipelines · Lakeflow Jobs +2

Financial ServicesFraud & Anomaly DetectionPredictive Analytics

Simpl ensures frictionless online payments for shoppers with Databricks

Indian checkout platform Simpl used Databricks SQL and Lakeflow Jobs to consolidate siloed data and speed up ML model training from several weeks to a single day, cutting time to market for ML models by 90% and improving analytics team turnaround time by 35%.

Simpl· IndiaDatabricks SQL · Delta Lake · Lakeflow Jobs

Technology & SoftwareAI Model Development & MLOps

Kongsberg Digital achieves 60% cost reduction and real-time data refresh with Databricks

Norwegian industrial SaaS provider Kongsberg Digital modernized its data warehouse on Databricks, increasing data refresh frequency from four times daily to hourly (a 300% increase) and cutting data processing costs by 60%.

Kongsberg Digital· NorwayDelta Lake · Spark Declarative Pipelines · Lakeflow Jobs +2

Financial ServicesRecommendation & PersonalizationFraud & Anomaly DetectionPredictive Analytics

TMBThanachart Bank invests in smarter personalization with advanced analytics on Databricks

Thai bank TMBThanachart migrated its in-house Delphi personalization engine to Azure Databricks with Unity Catalog and Lakeflow Jobs, reaching 5.5 million customers (up from 500,000), achieving a 10x increase in targeted offer capacity and 2x faster digital sales growth, while cutting insight latency from two days to under one.

TMBThanachart Bank· ThailandDelta Lake · Lakeflow Jobs · Unity Catalog

Government & Public SectorIntelligent Automation

GovTech unlocks data insights to improve nationwide services with Databricks

Singapore's Government Technology Agency (GovTech) migrated from an on-premises dashboarding system to the Databricks Data + AI Platform on AWS with Unity Catalog and Delta Lake, cutting dashboard creation time from 90 to 30 days, democratizing data across 50% of corporate divisions in the first year, and saving 8,000 labor hours annually.

GovTech· SingaporeDelta Lake · Lakeflow Connect · Lakeflow Jobs +1

Technology & SoftwareMachine LearningPredictive AnalyticsGenerative AI

Launching end-to-end security in 6 months to cut client churn

SK Shieldus built an integrated data analytics platform on Databricks in six months, deploying a cancellation-prevention scoring model and a predictive control model for security dispatch using Delta Lake, Lakeflow Jobs and Unity Catalog, improving machine learning model accuracy from under 70% to over 90% and reducing unnecessary dispatches by 2%.

SK Shieldus· South KoreaDatabricks Data + AI Platform · Delta Lake · Lakeflow Jobs +2

EnergyPredictive AnalyticsMachine Learning

Using data to power-fuel the transition to a carbon-neutral world

Helen, Helsinki's energy utility, built a centralized data and AI platform on Databricks to power forecasting and optimization models for its district heating system serving about 90% of Helsinki's population, processing real-time streaming sensor and IoT data to optimize distributed energy resources and EV charging placement as part of a plan to cut carbon emissions over 80% by decommissioning coal plants.

Helen· FinlandDatabricks Data + AI Platform · Delta Lake · Spark Declarative Pipelines +3

Financial ServicesLarge Language ModelsRetrieval-Augmented GenerationAgentic AIDocument Intelligence

Accelerating client strategy success with AI-powered insights

EY-Parthenon built an AI-powered platform on Databricks using fine-tuned models, AI Search/RAG and an agent framework to automate KPI extraction from hundreds of thousands of unstructured M&A documents, cutting insight-extraction time from weeks to hours and delivering 30-50% efficiency gains.

EY-ParthenonDatabricks Data + AI Platform · Unity Catalog · Delta Lake +6

RetailNatural Language ProcessingLarge Language Models

Aligning workwear innovation with customer-focused insights

Carhartt used the Databricks Data + AI Platform with Delta Lake and Lakeflow Jobs to analyze over 180,000 customer reviews with a Llama-3.1-70B model for sentiment analysis and emotion detection, achieving a 100% reduction in pipeline failures, 50% less code review time and 6x faster delivery of new customer features.

CarharttDatabricks Data + AI Platform · Delta Lake · Lakeflow Jobs +3

Government & Public SectorMachine LearningGenerative AI

Modernizing public services through citizen-first innovation

Singapore's Central Provident Fund Board built a Unified Data Platform on Azure Databricks to replace a limited on-premises data warehouse, training over 300 users on Databricks Notebooks and Databricks Assistant for collaborative analytics and machine learning, deployed on Singapore's Government Commercial Cloud 2.0 for public services supporting more than 4 million members.

Central Provident Fund Board· SingaporeAzure Databricks · Databricks Notebooks · Databricks Assistant +5

Technology & SoftwareRetrieval-Augmented GenerationGenerative AI

Transforming supply chain data into real-time intelligence with GenAI

Accuris built a GenAI-powered engineering assistant on the Databricks Data + AI Platform, using RAG, AI Search, MLflow and Model Serving to index over 40 million records across 1 billion+ parts, achieving a 10x increase in development velocity from concept to customer-facing feature.

AccurisAgent Bricks · Delta Lake · Lakeflow Jobs +2

Technology & SoftwareGenerative AIPredictive Analytics

Accelerating sales pipelines with real-time go to market

ServiceNow built Lead Scoring, Outreach Assist and Demo Assist AI solutions on the Databricks Data + AI Platform to support 2,000+ global sellers, using MLflow and LLM chains orchestrated with Lakeflow Jobs, cutting lead scoring latency from 4 hours to 30 minutes, generating 65,000+ personalized outreach emails in 2024, and boosting deal velocity 1.5x.

ServiceNowDelta Lake · Lakeflow Jobs · Unity Catalog

RetailConversational AI

Designing a data-literate enterprise at scale

Miridih re-architected its data platform on Databricks, migrating to a serverless environment on AWS with Lakeflow Jobs, Unity Catalog and a medallion architecture, and introduced AI/BI Genie so nontechnical employees can query data and gain insights independently, reducing data processing time by more than 75%.

Miridih, which provides an integrated design ecosystem that makes it easy for anyone to design and createDatabricks SQL · Lakeflow Jobs · Unity Catalog

RetailPredictive AnalyticsRecommendation & PersonalizationGenerative AI

Threading the needle for fashion resale success

ThredUp unified its data on the Databricks Data + AI Platform, using ML models for personalization, pricing, and inventory flow, and adopted Unity Catalog and the AI Playground for LLM experimentation, cutting ML model training from weeks to days and reducing new analyst onboarding from two weeks to four days.

ThredUpDatabricks · Delta Lake · Lakeflow Jobs +1

HealthcarePredictive AnalyticsConversational AIGenerative AI

Building a better future for female health

Flo Health moved to the Databricks Data + AI Platform to centralize data for its 75 million users, running 400 analytics experiments per quarter, powering AI health predictions and fine-tuning LLMs for a Health Assistant chatbot, with internal monthly active users on the platform up 45%.

Flo HealthDatabricks · Agent Bricks · Databricks SQL +3

Technology & SoftwareRecommendation & Personalization

Igniting the app economy with better ad experiences

Digital Turbine migrated its ETL-based data warehouses to Databricks on Google Cloud, using BigQuery and Vertex AI within the platform to power services like real-time Install Intelligence and application decisioning, saving tens of thousands of dollars per month in hosting costs and reducing cross-system debugging time by 10-20%.

Digital TurbineDatabricks SQL · Delta Lake · Lakeflow Jobs +1

ManufacturingPredictive AnalyticsFraud & Anomaly Detection

Enabling collaboration among competing divisions

Sandvik used the Databricks Data + AI Platform to let its 20+ autonomous, sometimes competing, divisions share AI models and data assets while retaining independence, including AI-driven real-time monitoring of mining equipment sensor data to recommend maintenance actions and reduce downtime.

SandvikDatabricks · Agent Bricks · Delta Lake +2

Financial ServicesGenerative AIDocument Intelligence

RBC BD Simplifies Client Review Preparation

RBC Brewin Dolphin built a custom Databricks App orchestrating GenAI pipelines with Llama 3.1/3.3 and RAG to automate about 90% of client annual review meeting pack preparation, unifying data across five systems and saving an estimated 4,700 hours annually while cutting administrative costs by roughly 50% in some offices.

RBC Brewin DolphinDatabricks · Agent Bricks · Databricks SQL +3

Media & EntertainmentGenerative AIRecommendation & PersonalizationPredictive Analytics

Leading the multichannel entertainment and wagering business

Tabcorp unified data on the Databricks Data + AI Platform to build a single customer view, an AI-powered risk scoring model for safer gambling, and a Next Best Experience recommendation engine that grew from 5 to 40+ production models, plus an in-house GenAI platform called Tab Intelligence built on Llama 3, delivering $1.75M in platform savings.

Tabcorp· AustraliaDatabricks · Agent Bricks · Delta Lake +3

HealthcareGenerative AI

BAYADA Builds a Unified, AI-Ready Platform for Compassionate Care

BAYADA Home Health Care is consolidating three separate legacy data platforms (multiple practice management systems, an on-prem ODS, and Snowflake) and 65+ enterprise data sources into a single Databricks Lakehouse under its Data Modernization program, using medallion tiers, Lakeflow Jobs, Asset Bundles, and Unity Catalog governance. As part of the migration, BAYADA uses an LLM-powered code converter and Databricks Assistant to automate SQL and stored-procedure translation, and applies a machine learning-based data mastering accelerator to create golden Client, Payor, Candidate, and Referrer records. BAYADA reports roughly 30% better workload performance and cost efficiency versus its prior Snowflake environment, and is laying a governed foundation for AI agents supporting payroll validation, compliance monitoring, and operational insights, separately from its roadmap for AI-assisted chart review and risk prediction.

BAYADA Home Health CareDatabricks SQL · Lakeflow Jobs · Unity Catalog +1

RetailRecommendation & Personalization

Ibotta Boosts Rewards With Unified AI

Ibotta consolidated complex, expensive tooling for its digital rewards platform onto the Databricks Data + AI Platform. Teams use Databricks AI Search to surface more relevant offers to shoppers, driving higher engagement while cutting latency, and rely on AI/BI, Lakeflow Jobs, a feature store, and Model Serving to democratize advanced analytics across the organization. Unity Catalog secures multi-partner data, letting engineers and analysts build trusted AI-powered experiences and deliver cashback rewards.

IbottaAI Search · AI/BI · Lakeflow Jobs +2

Technology & SoftwareGenerative AIAgentic AIComputer Vision

Cutting Onboarding From 28 Days to Hours With GenAI

Mirakl, an eCommerce software platform supporting over 100,000 merchants, used the Databricks Data + AI Platform to build Catalog Transformer, a GenAI solution that automates vendor catalog onboarding. Using Delta Lake, Unity Catalog, MLflow, Lakeflow Jobs and Model Serving running GPT, Llama, Mistral and CLIP models, Mirakl cut supplier catalog onboarding from an average of 28 days to under 24 hours (a 91% reduction) with roughly 50% fewer categorization errors, and extended the platform to Mirakl Nexus for agentic commerce.

MiraklDelta Lake · Unity Catalog · MLflow +3

ManufacturingPredictive AnalyticsComputer Vision

FMC Optimizes Harvests With Data and AI

FMC Corporation used the Databricks Data + AI Platform to unify fragmented data sources and streamline ML model development for its Arc farm intelligence app, which combines geospatial and weather data with vision-enabled sensor counts from pest traps to help growers anticipate insect infestations. The company grew deployed models from 18 to 33 (an 83% increase) and cut person-hours for model development by more than 50%, using Delta Lake, Unity Catalog, Lakeflow Jobs, Agent Bricks and MLflow.

FMC CorporationDelta Lake · Unity Catalog · Lakeflow Jobs +2

Financial ServicesPredictive AnalyticsConversational AIAgentic AI

Delivering One Highstreet Experience Through Connected Data and Intelligence

Highstreet Insurance Partners, an insurance brokerage that has grown through partnerships with more than 200 independent agencies, built Ora, a proprietary unified digital intelligence platform on Databricks that combines trusted data, analytics, intelligent automation and AI. Ora manages more than 49 billion data points spanning client, policy and carrier history for roughly 500,000 active client relationships. Highstreet built a knowledge graph connecting clients, policies, coverages, documents, and communications to ground AI agent recommendations, uses Unity Catalog for governance across data and ML assets, and Databricks Model Serving to run machine learning models that surface renewal-likelihood scores and cross-sell opportunities. Highstreet reduced the time to onboard a new agency partner's data into Ora from as much as six months to less than two weeks, and increased daily data refresh success from 35% to more than 95% after re-engineering Ora's data foundation with Lakeflow pipelines and Delta Lake.

Highstreet Insurance Partners· United StatesUnity Catalog · Delta Lake · Lakeflow Jobs +2

Technology & SoftwarePredictive Analytics

Transforming Weather Forecasting with Lakeflow Jobs

AccuWeather migrated from on-premises infrastructure to Databricks and Lakeflow Jobs, working with Datadog for observability, to unify diverse weather data formats and orchestrate 4,500+ weekly jobs. Lakeflow Jobs coordinates the ingestion of multiple weather models, triggers machine learning processes that weight and blend different forecasts, and manages complex job dependencies for reinforcement training workflows used in AccuWeather's proprietary forecasting engine. AccuWeather reports 3x faster dataset development (three months to one month per dataset), a 50% reduction in unactionable alerts, and 50% cost savings on serverless job usage.

AccuWeatherLakeflow Jobs · Delta Sharing · Datadog

RetailGenerative AI

How Suntory Beverage and Food Turns Data into Faster Decisions with Databricks

Suntory Beverage and Food uses Databricks to unify internal and external data - sales, market share, macroeconomic inputs, and consumer/brand signals - for faster in-market decision-making. Its flagship initiative, Project Brain, uses AI to generate not just dashboards but full business narratives for monthly business reviews, built on Databricks SQL, Lakeflow Jobs, and Agent Bricks on Azure. Suntory reports significantly increased engineering throughput compared to its prior traditional data stack, with initial use cases including Project Brain turned around in a few weeks.

Suntory Beverage & FoodAgent Bricks · Databricks SQL · Lakeflow Jobs