CI&T Data Hub Framework
Enterprise Data Foundation

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CI&T Data Hub Framework

Drawing on fundamental, standardised, flexible, and scalable architectural principles, CI&T has developed an enterprise-focused Data Framework based on years of experience with global data platforms of world-class firms. Our goal is to empower our clients to build their own sophisticated data platforms with minimal investment, tailored to their specific business needs. By integrating with various upstream and downstream business applications, we aim to dismantle data silos and drive data-driven transformations.

Ingestion

We provide support
for real-time or batch crawling/extraction, as well as cleaning and conversion of structured data, unstructured data, and Internet web
page data.

Governance

We have established a
well-regulated set of activities, including planning, monitoring, and execution, to exercise authority and control over data asset management

Compliance

We offer capabilities for identifying, classifying, encrypting, desensitising, and conducting security audits on sensitive data, ensuring the comprehensive life cycle protection of private data

Data Service

We provide flexible data query services, data analysis capabilities, standard APIs, and file export functionality for downstream business applications.

Data Lifecycle

01

Planning & Modeling

- Data profiling
- Define data types and rules

02

Ingestion

- Choose data ingestion method
- Collect data and clean raw data

03

Processing

- Develop data processing algorithms
- Define data layers based on business scenarios
- Process and land the data into different layers according to defined model and scenarios

04

Serving

- Land the processing result into data warehouse
- Define and develop data serving standards
- Integrate with downstream business applications

05

Regression

- Data statistics to detect actual business effects
- Parallel operation of multiple algorithms for effect comparison (A/B test)
- Adjust the data structure and algorithm model according to the effect

Business Architecture

We guide the digital evolution of data collection, processing, and analysis to enable deeper insights and informed decision-making for businesses, fostering a closed loop of digital operations within enterprises.

Business Apps

Data Platform


Business
Apps

eCommerce
CRM
Websites
Social Media
Media Assets
Third Party Data
IoT
POS

Data
Store

User Profile
Activity
Transaction
Procurement
Products Data
Media Files
Master Data
Marketing Campaign

Data
Computing

Data Cleansing
Deduplication
Unification
User Segmentation
Predict Analysis
Activity Analysis
KPI Gen
Privacy

Data Serving Products

BI Reporting
Dashboard
Predictive Analytics
Decision Engine
Recommendation Engine
Tag Library
Marketing Intelligence

What we do

Data Journey:
From Raw Data to Business Impact

We transform data into business impact and foster a data-driven culture rooted in engineering, science, technology, business, and PEOPLE.

We guide our clients through the data journey, boosting their confidence and readiness to make data-driven decisions.

Proven Framework


CO-DESIGN STRATEGY

01

DEFINING & VALIDATING

HYPOTHESIS

· Research & Understand the context;
· Identify, define & Structure hypotheses;
· Minimises uncertainty;
· Feasible plan.


DELIVER QUARTERLY IMPACT

02

CREATING NEW

BUSINESS OPPORTUNITIES

· Data-driven decision;
· Extract relevant insights;
· Prioritise aiming business impact.


SCALE & DIGITALLY TRANSFORM

03

MEASURING & CAPTURE

IMPACT

· Measurement as part of the journey and gain of traction;
· Data as a strategic/alignment resource;
· A resource to choose the moment to pivot.

Business Use Cases

persona

PERSONA DEVELOPMENT

Users can identify the salient features of consumers, conduct distributed observation of various portrait tags, customize the consumer operation model according to business needs for analysis.

AI

AI/ML RECOMMENDATION

Let machine learning analyzes your data and identify patterns to predict what customers like. such as sending the right messages at the right time to the right customers, predicting what customers are likely to buy in the future, personalized content displayed on your digital channels.

Business insight

BUSINESS INSIGHTS

To aid business users and top management in decision making and core business tracking, such as tracking sales metrics in the retail industry, KPI completion status. According to the business model, it is usually dismantled into various business divisions and regions.

Case Studies

Contact our data specialists