Practical insights for building and running data systems

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate loan origination for consumer lenders

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan product definition

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan pricing controls

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan acquisition campaigns

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan credit prescreening

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan acquisition performance review

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan lead qualification and routing

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan application intake

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan incomplete application resolution

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan identity verification

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan credit report review

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan income and employment verification

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan application fraud investigation

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan underwriting file preparation

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan credit underwriting

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan credit exception review

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan offer management

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan adverse action notices

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan documentation

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan agreement execution

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan repayment instruction handoff

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan prefunding review

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan disbursement

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan disbursement exception resolution

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan booking

Personal loan workflow from application to servicing acceptance, with the completed origination record

How to automate personal loan servicing handoff

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate independent prefunding and post-closing mortgage QC

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage application disposition and required notices

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to track FHA endorsement, VA guaranty and USDA loan guarantees

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Automate consumer loan servicing and collections

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Accept a loan or book into servicing

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain borrower, representative and account-access instructions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain contractual balances, accruals, fees and due state

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Deliver borrower account statements and event notices

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain payment authority and scheduled instructions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Execute and receive permitted borrower payments

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Apply, reverse and adjust loan payment entries

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Resolve payment returns, errors and retry restrictions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Reconcile servicing cash and loan control totals

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Complete ordinary servicing inquiries and requests

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Decide routine contractual due-date changes

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Produce an account-specific payoff quote

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Confirm satisfaction and close servicing account state

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Determine and complete eligible postfunding loan cancellation

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Return borrower credit balances and remedy payments

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Resolve and remit dormant borrower property

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Furnish and reconcile accurate credit-account information

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Investigate credit-reporting disputes and complete corrections

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Resolve servicing fraud and identity-theft liability

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Fulfill identity-theft application and transaction-record requests

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Apply servicing privacy notices, choices and rights dispositions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Provide effective accessible servicing communication

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Determine and implement military servicing protections

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Decide hardship assistance and agreed relief terms

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Implement arrangements and accept plan or settlement-condition performance

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Authorize negotiated debt compromises and accepted settlement terms

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Determine delinquency and release eligible collection treatment

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Conduct permitted collection communication and resolve promises

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Validate covered collection debt and resolve disputes

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Administer bankruptcy restrictions, claims and case outcomes

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Resolve deceased-borrower, estate and remaining-liability cases

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Complete optional-product cancellation and attributable refunds

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Coordinate protection claims and accept benefit application

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Designate charge-off and approve operational exceptions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain retained postcharge-off recovery and residual-rights disposition

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Place, monitor and recall external collection accounts

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Authorize legal recovery and administer accepted court outcomes

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Complete authorized debt-transfer execution and servicing residuals

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Reconcile and settle loan-owner proceeds and servicing deductions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Deliver portfolio, owner and contractual servicing reports

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Substantiate debt-cancellation tax events and reconcile reporting evidence

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain authoritative servicing file and custody lineage

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Produce authorized servicing records

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Retain, hold and securely dispose servicing evidence

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Release applicable servicing policies, delegated authorities and configurations

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Monitor servicing controls and close systemic consumer remediation

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Accept provider readiness and close delegated-service failures

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain qualified servicing staff and usable channel capacity

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Maintain reconciled backup-servicer takeover readiness

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Restore and reconcile interrupted servicing capability

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Transfer servicing with accepted successor and residual obligations

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Apply servicing access safeguards and security-control decisions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Coordinate security-incident servicing protection and recovery

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Implement sanctioned or restricted-payment dispositions

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Deliver required postpurchase optional-product disclosures

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Resolve servicing complaints and regulatory inquiries

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Resolve loan-owner instructions and servicing conflicts

Loan servicing and collections workflow with a posted $240 payment and a hardship case pending staff review.

Review proposed loan transfers and pledges

Migration workflow for Adverity showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Adverity marketing data pipeline

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to reconcile mortgage opening cash

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to calculate mortgage warehouse headroom

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to forecast mortgage funding demand

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to prepare mortgage warehouse advance requests

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to reconcile mortgage funding releases

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to track mortgage warehouse collateral and carry

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to match mortgage receipts and warehouse payoffs

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to forecast mortgage cash and liquidity

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to reconcile mortgage Treasury close and controls

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to reconcile mortgage loan data for accounting

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to prepare mortgage loan accounting journals

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to reconcile mortgage investor settlement accounting

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to reconcile mortgage warehouse and bank accounting

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to account for mortgage commissions and operating costs

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to close a mortgage lender’s accounting period

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to calculate mortgage loan and branch profitability

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to publish mortgage management and external reports

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to reconcile mortgage interim servicing accounting

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage pipeline reporting and reconciliation

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage reporting model changes

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage pricing and rate-sheet control

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage rate-lock administration

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage pull-through and funding forecasts

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage hedge targets and risk-limit monitoring

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage hedge orders and trade confirmations

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate the mortgage warehouse funding handoff

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage investor rule maintenance

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage loan-sale bid comparison

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage investor commitment confirmations

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage investor delivery and purchase tracking

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage investor exception tracking

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage sale proceeds and warehouse payoff reconciliation

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage loan margin and gain/loss attribution

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage counterparty and collateral monitoring

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage source intake and event history

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage loan, trade and commitment matching

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage valuation and risk sensitivity

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage hedge unwinds and rolls

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage sale readiness and investor bid tapes

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage loan allocation and pooling

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage commitment fulfillment and pair-offs

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate MBS notification and settlement coordination

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate loan-level mortgage hedge allocation

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage settlement and liquidity forecasting

Residential mortgage operations workflow connecting loan systems and checked outputs

How to evaluate mortgage loan-sale and hedge execution

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage workflow controls and recovery

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage application intake and loan setup

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage initial disclosures and receipt tracking

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage borrower document collection

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage document classification and data entry

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage credit and liability reconciliation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage income, employment and asset preparation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage third-party service ordering and tracking

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage appraisal and collateral review preparation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage title, insurance and settlement readiness

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage AUS submissions and findings preparation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage underwriting review preparation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage condition collection, follow-up and resubmission

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage changed circumstances, redisclosures and lock administration

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage final readiness checks and refreshed evidence

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate Closing Disclosure preparation and fee balancing

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage signing coordination and completion checks

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage funding and warehouse request preparation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage post-closing document completeness and corrections

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage investor/custodian delivery

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage investor suspense and purchase reconciliation

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage servicing handoff and file archive

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage cross-process status reporting and escalation

Migration workflow for Ab Initio showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Ab Initio reconciliation graph

Migration workflow for AWS Data Pipeline showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an AWS Data Pipeline scheduled export

Migration workflow for AWS Glue showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an AWS Glue job and replay its input safely

Migration workflow for AWS Step Functions showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an AWS Step Functions data workflow

Migration workflow for Azure Data Factory showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Azure Data Factory pipeline yourself

Migration workflow for Azure Logic Apps showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Azure Logic Apps workflow yourself

Migration workflow for Azure Synapse Analytics showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Azure Synapse Analytics pipeline yourself

Migration workflow for BizTalk showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a BizTalk Server integration yourself

Migration workflow for Google Cloud Composer showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a Google Cloud Composer DAG

Migration workflow for Google Cloud Data Fusion showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a Google Cloud Data Fusion batch pipeline

Migration workflow for Google Cloud Dataflow showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a Google Cloud Dataflow batch job

Migration workflow for IBM DataStage showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an IBM DataStage nightly load

Migration workflow for Informatica PowerCenter showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Informatica PowerCenter workflow yourself

Migration workflow for Oracle Data Integrator showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Oracle Data Integrator warehouse load yourself

Migration workflow for Oracle Data Integrator Enterprise Edition showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an ODI Enterprise Edition load plan yourself

Migration workflow for Oracle SOA showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an Oracle SOA Suite handoff yourself

Migration workflow for Pentaho showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a Pentaho Data Integration job with Python, SQL, and AI

Migration workflow for SAP Data Services showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate SAP Data Services reporting jobs with SQL and AI

Migration workflow for SAP Process Integration showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an SAP PI delivery interface with code and AI

Migration workflow for SAP Process Orchestration showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an approved SAP PO handoff with code and AI

Migration workflow for SAS Enterprise Guide showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a SAS Enterprise Guide report with SQL and AI

Migration workflow for SSIS showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate an SSIS package with SQL, Python, and AI

Migration workflow for Talend Data Integration showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a Talend Data Integration Job chain with code and AI

Migration workflow for Talend Open Studio showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a Talend Open Studio Job to Python and SQL

Migration workflow for TIBCO BusinessWorks showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a TIBCO BusinessWorks integration with code and AI

Migration workflow for webMethods showing the existing workflow, replacement, output comparison and scheduled delivery

How to migrate a webMethods Integration Server flow with code and AI

Loan manufacturing from application through borrower verification and property-document checks, underwriting, closing and confirmed funding, with a completed funded-loan record

How to automate mortgage loan manufacturing from application to post-closing

Residential mortgage operations workflow connecting loan systems and checked outputs

How to automate mortgage Secondary Marketing

Mortgage funding, settlements, opening cash and payables feed a cash runway chart and liquidity buffer check

How to automate mortgage Treasury & Funding

Illustrative loan profitability workflow reconciles loan revenue, costs and allocations and separates unmatched revenue

How to automate mortgage Finance & Accounting

Illustrative mortgage planning workflow compares projected funded-loan revenue with budget

How to budget and forecast mortgage lending

Finance reporting workflow from source records through review of recurring outputs

How to automate a cash and liquidity forecast

Illustrative portfolio report showing asset allocation and account holdings beneath connected source systems

How to automate client portfolio reporting from custodian data

Financial reporting workflow that matches dated source records and checks totals before preparing reports

How to build a point-in-time investment fundamentals dataset

Custodian and vendor file arrivals feed validation, reconciliation and controlled delivery

How to onboard and validate a custodian data feed

Healthcare source feeds flow through approved audience preparation, privacy checks and governed delivery

How to automate audience activation for a health business

Ad platform feeds, budgets and outcomes flow through pacing and campaign review

How to automate paid campaign optimization for a consumer health brand

Order, stock and warehouse records feed validation and exception handling before operations review

How to automate a daily fulfillment report for health commerce

Commercial reporting workflow reconciles distributor sales and produces a checked net vial sales report

How to automate specialty pharma commercial reporting

Employer group changes and ledger records feed a captive manager operating revenue forecast

How to automate budgeting and forecasting for a benefits captive manager

Claims funding workflow reconciles funding requests, bank movements and accounting records for review

How to reconcile health plan claims funding, bank activity, and the ledger

Guest history flows through permitted identity matching and changes in visit behavior

How to automate hotel guest issue resolution

Hotel bookings, point-of-sale records and costs flow into property demand and contribution review

How to build a hotel staffing plan from forecast demand

Hotel bookings, point-of-sale records and costs flow into property demand and contribution review

How to automate hotel room readiness before check-in

Visits, offers and costs flow through eligible-visit matching and contribution review

How to build a controlled casino loyalty campaign

Gaming, hotel, dining and payment records flow through business-date matching and daily revenue reconciliation

How to reconcile a casino gaming day before the revenue close

Play and floor history flow through game and visit matching before forecast validation

How to catch duplicate casino player profiles before they reach loyalty campaigns

Two luminous data currents reconciling into one shared stream.

How to Avoid Double-Counting Query Costs Across AI Agent Sessions

Abstract fragments resolving into a complete luminous data flow.

How to Tell Whether an AI Agent Saw All the Data

Abstract data currents converging into a stable monitored flow.

Data Pipeline Monitoring and Reliability: How to Operate Production Pipelines After Launch

Abstract light trails marking the beginning of Mage's next chapter

Mage Raised a Series A

Build data pipelines with your AI coding assistant: Meet mage-agent

Build data pipelines with your AI coding assistant: Meet mage-agent

Mage vs dbt + Fivetran: Choosing the right stack for AI-ready data pipelines

Mage vs dbt + Fivetran: Choosing the right stack for AI-ready data pipelines

The real cost of tool sprawl: Why your modern data stack is slowing you down

The real cost of tool sprawl: Why your modern data stack is slowing you down

Why Your AI Is Confidently Wrong: The Silent Data Gap Problem

Why Your AI Is Confidently Wrong: The Silent Data Gap Problem

Mage vs Airflow for ML and LLM workflows

Mage vs Airflow for ML and LLM workflows

AI-Ready Data: Why intelligent systems fail in production — and what it takes to make data usable for AI.

AI-Ready Data: Why intelligent systems fail in production — and what it takes to make data usable for AI.

How Lodgify built an AI-powered ticket classification system in 2 weeks using Mage Pro

How Lodgify built an AI-powered ticket classification system in 2 weeks using Mage Pro

Capture changes as they happen with the Mage MySQL CDC streaming source

Capture changes as they happen with the Mage MySQL CDC streaming source

Build a crypto trading data pipeline with PySpark in Mage Pro

Build a crypto trading data pipeline with PySpark in Mage Pro

Connecting Microsoft Fabric to Mage Pro: A complete integration guide

Connecting Microsoft Fabric to Mage Pro: A complete integration guide

Connect dbt models to Mage Pro blocks (Step-by-step tutorial)

Connect dbt models to Mage Pro blocks (Step-by-step tutorial)

Prepare your dbt project for Mage Pro

Prepare your dbt project for Mage Pro

Mage Pro vs dbt Fusion: Best data platform comparison

Mage Pro vs dbt Fusion: Best data platform comparison

Caleb Royer didn’t hire a data team at Techtree Partners. He became one.

Caleb Royer didn’t hire a data team at Techtree Partners. He became one.

Building real-time crypto trading pipelines with Kafka and Mage Pro

Building real-time crypto trading pipelines with Kafka and Mage Pro

Kirk Mower didn’t want a bigger team at Solstice Energy. He wanted a better one.

Kirk Mower didn’t want a bigger team at Solstice Energy. He wanted a better one.

Build an AI-Powered MCP pipeline with Mage Pro - Part 2: Building the intelligence layer, connect your documents to Claude via MCP

Build an AI-Powered MCP pipeline with Mage Pro - Part 2: Building the intelligence layer, connect your documents to Claude via MCP

Build an AI-Powered MCP pipeline with Mage Pro - Part 1: Extract, Transform, and Structure PDF Data for AI Integration

Build an AI-Powered MCP pipeline with Mage Pro - Part 1: Extract, Transform, and Structure PDF Data for AI Integration

Why modern data teams are re-evaluating Talend in favor of Mage

Why modern data teams are re-evaluating Talend in favor of Mage

The Ultimate Guide to Google Cloud Data Engineering

The Ultimate Guide to Google Cloud Data Engineering

Machine Learning Pipelines for Data Engineers

Machine Learning Pipelines for Data Engineers

Data Pipeline Orchestration: The Ultimate Guide for Data Engineers

Data Pipeline Orchestration: The Ultimate Guide for Data Engineers

Data Ingestion Tools & Python: The Ultimate Guide

Data Ingestion Tools & Python: The Ultimate Guide

RAG Pipelines: The Ultimate Guide for AI Data Engineers

RAG Pipelines: The Ultimate Guide for AI Data Engineers

What is Mage Pro? Benefits, differences from Mage OSS, and how it compares to Airflow and other data pipeline tools

What is Mage Pro? Benefits, differences from Mage OSS, and how it compares to Airflow and other data pipeline tools

How to Integrate Mage Pro with VS Code: Step-by-Step Guide

How to Integrate Mage Pro with VS Code: Step-by-Step Guide

The Ultimate Guide to Data Transformation ETL/ELT Pipelines in Python

The Ultimate Guide to Data Transformation ETL/ELT Pipelines in Python

Data Engineering Fundamentals: Python & Cloud Tools for ETL

Data Engineering Fundamentals: Python & Cloud Tools for ETL

Apache Airflow for Data Engineers: Master Pipeline Orchestration

Apache Airflow for Data Engineers: Master Pipeline Orchestration

Mage Platform: Build and Deploy Data Pipelines with Python and SQL

Mage Platform: Build and Deploy Data Pipelines with Python and SQL

Mage pipeline creation screen with Batch, Data integration, and Streaming options

How to Build a Reproducible ETL Pipeline with Python, SQL, and Mage

The AI Data Tools That (Sort of) Saved My Sanity: Real Talk About Engineering Automation

The AI Data Tools That (Sort of) Saved My Sanity: Real Talk About Engineering Automation

Mastering Data Transformation with Mage SQL Blocks: A Technical Guide for Data Engineers

Mastering Data Transformation with Mage SQL Blocks: A Technical Guide for Data Engineers

Streamline Your Data Pipeline: Mage Pro's Deployment and Version Control Guide for 2025

Streamline Your Data Pipeline: Mage Pro's Deployment and Version Control Guide for 2025

Step-by-step guide to connecting Mage Pro SQL blocks with Databricks

Step-by-step guide to connecting Mage Pro SQL blocks with Databricks

Streamline data transfer: The ultimate data integration guide SFTP to BigQuery

Streamline data transfer: The ultimate data integration guide SFTP to BigQuery

Consolidate your data stack with Mage AI: Cut costs and complexity

Consolidate your data stack with Mage AI: Cut costs and complexity

Airflow Alternatives in 2025: A Deep Dive into Mage AI, Dagster, and Prefect

Airflow Alternatives in 2025: A Deep Dive into Mage AI, Dagster, and Prefect

Guide to accuracy, precision, and recall

Guide to accuracy, precision, and recall

Mage AI vs. Airbyte: A comprehensive comparison of modern data integration platforms

Mage AI vs. Airbyte: A comprehensive comparison of modern data integration platforms

Exploring the power of Mage: Insights from the data engineering community

Exploring the power of Mage: Insights from the data engineering community

DBT Integration: The Essential Guide for Data Engineers

DBT Integration: The Essential Guide for Data Engineers

The Quiet Art of Remembering

The Quiet Art of Remembering

One Azure Blob Storage file fans out into violet dynamic work items before arriving in Snowflake

Azure Blob Storage to Snowflake with Mage Dynamic Blocks

7 essential Mage features for data engineers in 2024

7 essential Mage features for data engineers in 2024

Boost your data pipeline automation with Mage sensor blocks

Boost your data pipeline automation with Mage sensor blocks

Mage Pro SQL Blocks: The alchemy of data transformation

Mage Pro SQL Blocks: The alchemy of data transformation

Master data transformation with Mage SQL Blocks

Master data transformation with Mage SQL Blocks

Mastering global data products for efficient data pipelines in Mage AI

Mastering global data products for efficient data pipelines in Mage AI

Revolutionizing data pipelines with dynamic blocks in Mage AI

Revolutionizing data pipelines with dynamic blocks in Mage AI

Developing business intelligence datasets with Mage - Part 2: Data transformation and modeling techniques

Developing business intelligence datasets with Mage - Part 2: Data transformation and modeling techniques

Developing business intelligence datasets with Mage - Part 1: Mastering medallion architecture

Developing business intelligence datasets with Mage - Part 1: Mastering medallion architecture

Optimizing regulatory adaptability in financial tracking systems with Mage

Optimizing regulatory adaptability in financial tracking systems with Mage

Optimizing Transaction Monitoring: Mage Conditional Blocks for BSA Professionals | Mage Blog

Optimizing Transaction Monitoring: Mage Conditional Blocks for BSA Professionals | Mage Blog

Top data integration tools for modern enterprises in 2024 | Mage Blog

Top data integration tools for modern enterprises in 2024 | Mage Blog

Integrated Systems Magic with Mage

Integrated Systems Magic with Mage

Unleash the Magic of Mage Global Hooks | Mage Blog

Unleash the Magic of Mage Global Hooks | Mage Blog

Backfilling historical data using Mage

Backfilling historical data using Mage

Make dbt Magic with Mage

Make dbt Magic with Mage

🦆 Making Magic: MotherDuck with Mage

🦆 Making Magic: MotherDuck with Mage

DBT Meets Mage: Powering Advanced Data Transformations

DBT Meets Mage: Powering Advanced Data Transformations

Getting started with Apache Flink: A guide to stream processing

Getting started with Apache Flink: A guide to stream processing

A mage on the Hero’s Journey: a fantasy epic on how a startup rose from the ashes

A mage on the Hero’s Journey: a fantasy epic on how a startup rose from the ashes

Stream data processing with Mage

Stream data processing with Mage

How to build a data pipeline using Delta Lake

How to build a data pipeline using Delta Lake

Data sources: Common data sources in modern pipelines

Data sources: Common data sources in modern pipelines

How to interpret machine learning (ML) models with SHAP values

How to interpret machine learning (ML) models with SHAP values

Music genre classification

Music genre classification