# Chocolate Finance Achieves Real-Time Data Analytics to Boost Customer Engagement > By transitioning to near real-time data analytics, Chocolate Finance is poised to transform customer engagement, allowing for immediate insights and proactive marketing strategies. **Source**: snowflake.com | **Published**: 2026-10-31 | **Type**: case_study ## Key Facts - Chocolate Finance reduced reporting lag from 24 hours to real-time, enhancing decision-making agility. - Real-time insights shift strategy from reactive to proactive, improving campaign effectiveness and planning. - Consolidated data access empowers all teams, reducing reliance on technical staff and increasing innovation. - Enhanced data capabilities position Chocolate Finance competitively in the fintech space, driving customer satisfaction. - Integration of Snowflake with AWS streamlines operations, indicating a strategic advantage in tech ecosystem alignment. ## Summary \## Summary Chocolate Finance, a digital-native fintech based in Singapore, faced significant delays in customer behavioral insights due to a reporting lag of up to 24 hours. By implementing Snowflake for real-time data processing, they transformed their reporting capabilities, achieving near real-time insights that enhanced campaign adjustments and future planning. This shift empowered all teams with better access to data and AI tools, streamlining operations and decision-making. \## Background Chocolate Finance operates in the financial services industry, focusing on short-term, investment-grade fixed income securities. As a digital-native fintech, they rely heavily on data to inform their strategies and customer interactions. Prior to deploying Snowflake, their data extraction process was batch-based, leading to delays in accessing critical customer insights. \## Challenge The main challenge Chocolate Finance aimed to address was the lengthy reporting lag of up to 24 hours, which hindered their ability to respond swiftly to customer behavior and market changes. This delay limited their capacity to make timely adjustments to campaigns and plan future initiatives effectively. \## Solution Chocolate Finance integrated Snowflake into their existing AWS-based infrastructure to facilitate real-time data processing. They utilized native S3 stages, Snowpipe, and the Snowflake destination for Amazon Data Firehose to create a direct flow of event-driven data into Snowflake. This setup allowed for immediate access to fresh data, enabling the team to monitor customer behavior accurately and make informed decisions on the fly. \## Results The implementation of Snowflake reduced the reporting lag from up to 24 hours to near real time. This significant improvement allowed Chocolate Finance to act proactively on customer insights, iterating on campaigns while they were still running and planning future initiatives with greater confidence. Additionally, all team members gained access to relevant data and AI tools, enhancing their ability to automate processes without heavy engineering involvement. \## Key Insights The case of Chocolate Finance highlights the importance of real-time data access in the fintech industry. By reducing reporting lags, organizations can shift from reactive to proactive strategies, enabling more agile decision-making and campaign management. Furthermore, empowering all team members with data access fosters innovation and efficiency across the organization. \## Customer Testimonial "My name is Thomas, and I’m the Chief Technology Officer at Chocolate Finance. The biggest advantage has been rooted in the synergy of data and AI, empowering people who were previously constrained by technology." ## Entities - **Companies**: Chocolate Finance, Snowflake, AWS - **Technologies**: Snowpipe, Amazon Data Firehose - **People**: Thomas ## Key Concepts real-time data, customer insights, campaign iteration, data accessibility, AI tools, financial services, digital-native fintech, data integration ## Definitions - **real-time data**: Data that is delivered immediately after collection, allowing for timely insights and decision-making. - **Snowpipe**: A Snowflake feature that allows for continuous data ingestion from cloud storage. - **Amazon Data Firehose**: A fully managed service that reliably loads streaming data into data lakes, data stores, and analytics services. - **batch reporting**: A method of data reporting that processes data in groups at scheduled intervals rather than in real-time. - **digital-native fintech**: Financial technology companies that are built from the ground up to operate in a digital environment. ## Use Cases - monitoring customer behavior - iterating on marketing campaigns - planning future initiatives - automating processes - accessing insights across teams - navigating data with AI tools ## Frequently Asked Questions **How has Chocolate Finance improved its reporting capabilities?** Chocolate Finance has reduced its reporting lag from up to 24 hours to near real-time, allowing for quicker insights into customer behavior. **What technologies does Chocolate Finance use for data integration?** Chocolate Finance utilizes AWS for data production and Snowflake for data ingestion, leveraging features like Snowpipe and Amazon Data Firehose. **What benefits does real-time data provide for Chocolate Finance?** Real-time data allows Chocolate Finance to anticipate customer needs more accurately and iterate on campaigns while they are still running. **How does Snowflake enhance data accessibility for Chocolate Finance?** Snowflake consolidates relevant data, enabling every team member at Chocolate Finance to access insights and utilize AI tools without needing extensive technical expertise. **What is the mission of Chocolate Finance?** Chocolate Finance aims to raise the bar on personal finance by providing not just competitive rates but also a better overall experience for customers managing their money. ## Links - [Read on Welcome.AI](https://welcome.ai/content/chocolate-finance-achieves-real-time-data-analytics-to-boost-customer-engagement) - [Original source](https://www.snowflake.com/en/customers/all-customers/video/chocolate-finance/) - [Snowflake](https://welcome.ai/company/snowflake): Featured company --- Source: Welcome.AI | https://welcome.ai/content/chocolate-finance-achieves-real-time-data-analytics-to-boost-customer-engagement