Job Summary

Role: Data Engineer

Start: ASAP

Duration: 12 Months

Location: Singapore

We are seeking an experienced Data Engineer with 6+ years of expertise in enterprise data warehouse (EDW), ETL/ELT development, and big data engineering. The ideal candidate will be responsible for designing, developing, and optimizing scalable data pipelines and frameworks across Teradata-based data warehouse environments and modern Hadoop ecosystem platforms.

This role requires strong hands-on experience in ETL development using Informatica PowerCenter, Teradata SQL, and Spark, along with deep exposure to data pipeline automation, performance tuning, and CDC (Change Data Capture) frameworks. The candidate will also contribute to building enterprise-grade data ingestion, transformation, and governance solutions supporting both structured and semi-structured data across complex enterprise systems.

Requirements:

- Bachelor’s degree in Computer Science, Information Technology, Engineering, or a related field.

- Minimum 6+ years of experience in Data Engineering, ETL development, or Enterprise Data Warehouse environments.

- Strong hands-on experience in Teradata SQL and EDW/ETL development.

- Proven experience with Informatica PowerCenter for enterprise ETL development.

- Strong experience with Hadoop ecosystem technologies (Apache Spark, Hive, Kafka, NiFi, Iceberg, Impala, etc.)

- Strong expertise in performance tuning and optimization of large-scale data pipelines.

- Hands-on experience with shell scripting, BTEQ, and automation frameworks.

- Strong understanding of data pipeline orchestration and workflow automation.

- Experience with CDC (Change Data Capture) concepts, preferably with Java-based implementation.

- Experience building frameworks for data ingestion, transformation, and automation in enterprise environments.

- Strong understanding of data modeling, ETL design patterns, and data warehousing concepts.

- Experience working with enterprise systems such as SAP (Oracle) for data integration.

- Experience with Master Data Management (MDM) solutions including data validation and approval workflows.

- Strong analytical, problem-solving, and debugging skills.

- Experience working in Agile or enterprise-scale delivery environments.

Roles and Responsibilities:

- Design, develop, and maintain ETL/ELT processes using Teradata SQL, Informatica PowerCenter, Apache Spark, QueryGrid, and Trino.

- Build and optimize data pipelines to load and transform data into Teradata-based data warehouses and data marts.

- Develop and implement scalable data engineering frameworks to support end-to-end automation using GCFR, BTEQ, and shell scripting.

- Perform performance tuning and optimization of complex ETL jobs and data processing workflows to reduce resource consumption and improve efficiency.

- Build and maintain in-house CDC (Change Data Capture) frameworks using Java to process OLR logs from SAP (Oracle) systems and ingest data into Teradata.

- Design configurable and reusable CDC ingestion frameworks to support enterprise-wide data integration requirements.

- Develop and support Master Data Management (MDM) solutions for user data uploads, including data validation, enrichment, and approval workflows.

- Work with Hadoop ecosystem technologies including Hive, Impala, Spark, Kafka, Iceberg, NiFi, Ranger, Atlas, and Flink for data ingestion, processing, and governance.

- Implement data pipeline orchestration and scheduling mechanisms to ensure reliable and timely data delivery.

- Collaborate with business, analytics, and application teams to translate requirements into scalable data engineering solutions.

- Ensure data quality, consistency, and governance across enterprise data platforms.

- Support troubleshooting, root cause analysis, and production issue resolution for data pipelines and ETL processes.

- Continuously improve data engineering standards, frameworks, and automation capabilities.

Please send your application highlighting:

- Your relevant experience

- Current/expected salary

- Availability information

- A latest MS-WORD Resume

**We regret that only short-listed applicants will be contacted.**

GECO Asia values the data privacy rights of our customers, associates, partners and prospective applicants. We have a privacy policy that governs our collection and use of personal data in place. In conjunction with the PDPA act in Singapore, we have updated our Privacy Policy and Terms of Use to better clarify our collection and use of your personal information. The same can be found here (https://www.geco.asia/about/privacy-policy)

Note: GECO Asia is an Information Technology Consulting Services provider. We provide specialist IT and Digital Transformation specialist resources on a project (SOW) and/or permanent basis. We operate under a Comprehensive License offered by Ministry of Manpower, Singapore.

[GECO Asia Pte Ltd, License No. 07C4453]

[2 Venture Drive, #10-18 Vision Exchange, Singapore 608526]

Summary / Purpose of Position:

Collaborate with traders and researchers to design, develop, test, and support proprietary trading platform to capture opportunities in electronic capital markets.

Essential Duties & Responsibilities for this Position:

- Build and maintain robust, scalable, and low latency trading software

- Participate in collaborative discussions and problem solving with multiple stakeholders

- Help improve and evolve software design and maintenance workflows and practices

- Mentor team members and improve knowledge acquisition and sharing

Qualifications, Skills and Knowledge Required:

- Bachelor’s degree or equivalent in a STEP/STEM field such as computer science, engineering, mathematics, or physics.

- Expert knowledge of modern C++

- Working knowledge of Python

- Experience with test driven development and continuous integration

- Experience developing software for Linux

- Understanding of software design principles and algorithmic complexity

- Desire to solve complex and novel problems in a collaborative environment

- Strong sense of ownership and urgency

- Ability to communicate clearly with stakeholders

- Logical problem solver with the ability to quickly understand new and complex concepts

- Pragmatic self-starter with a flexible can-do mentality

To apply, please submit your CV to careers@fenix-one.com. Please note that only shortlisted candidates will be contacted.

Employment type - 1-year contract (Renewable)

Eligibility: Singaporean only

Role Overview

As a Data Engineer, you will design, build, and operate scalable, secure, and high-performance enterprise data platforms and ETL pipelines that enable analytics, reporting, and data-driven decision making. You will play a key technical role in delivering end-to-end data pipelines, analytics platforms, and integration solutions across hybrid and cloud environments, including Government Commercial Cloud (GCC) and MINDEF Commercial Cloud (MCC).

You will work closely with data and solution architects, business stakeholders, and infrastructure teams to translate requirements into robust, production-grade data solutions.

Job Responsibilities

1.     Data Engineering &Platform Design

·      Design and develop scalable and reliable data pipelines.

·      Build enterprise data platforms, including data warehouses, data lakes, and lake houses.

·      Implement cloud, hybrid, and on-premises data architectures aligned with enterprise standards.

2.     Data Integration &ETL/ELT

·      Lead ETL/ELT pipeline development with Talend as a core and highly preferred platform. Experience with other ETL/ELT tools will be considered.

·      Integrate structured, semi-structured, and unstructured data sources.

·      Implement and maintain data quality, validation, and error-handling frameworks.

3.     Storage & Data Management

·      Design and manage data storage solutions with a strong emphasis on object storage, data quality, and data governance.

·      Implement and maintain data lifecycle management and cost-optimization strategies.

·      Ensure data lineage, traceability, and auditability.

4.     Analytics Enablement& BI Integration

·      Engineer analytics-ready data models for reporting and self-service analytics.

·      Enable BI Dashboards, Reports, and analytics through performant and governed data pipelines.

5.     Security, Governance& Compliance

·      Ensure compliance with government security and privacy requirements.

·      Implement and maintain encryption, access controls, and secure data handling practices.

·      Implement and maintain security policies and procedures for the system

Job Requirements

Education - Bachelor’s or Master’s degree in Computer Science, Engineering, Data Science, or a related field.

Core Technical Skills

• Strong hands-on data engineering experience
• Expertise in ETL/ELT with Talend (highly preferred)
• Experience with data warehouses, data lakehouses, data lakes, and object storage systems
• Qlik Sense Enterprise integration experience (highly preferred)
• Strong SQL and Python skills

Experience & Security Requirements

• Minimum 3+ years of experience in enterprise data engineering roles
• Prior CAT 1 / G50 security clearance(mandatory)
• Previous experience delivering MINDEF projects (mandatory)

We are seeking a motivated and detail-oriented Software Engineer to join our team. This is an exciting opportunity to work across the full development cycle, tackle complex challenges, and contribute to innovative projects that drive continuous improvement.

Responsibilities include but are not limited to:

1.    Participate in full project life cycle from requirements gathering to project implementation, maintenance and support.

2.    Responsible for program design, coding, testing and documentation.

3.    Develop secure, scalable and good quality application programs and API within allocated man days.

4.    Have a passion for delivering zero defect codes and be responsible for ensuring the support level meets the expected SLA.

5.    Participate in continuous integration activities and automation frameworks for testing and deployment.

6.    Any other duties or tasks assigned and required.

Requirements:

·       Diploma or Degree in Computer Science, IT or a related field.

·       At least 4 years of hands-on project experience in application maintenance and support.

·       Strong time management skills and able to collaborate effectively with stakeholders.

·       Excellent problem-solving abilities, strong communication skills and a fast learner.

·       Proficiency in C#, ASP.NET, Web services, SQL and IIS (.NET framework).

·       Proven experience in translating functional specifications into technical design.

·       Positive attitude and professional demeanour.

  We regret to inform that only shortlisted candidates will be contacted.

Job Title: Systems Engineer (Computer)

Company: G-COOL M&E PTE LTD

Location: 8 Kaki Bukit Avenue 4, #04-02, Premier @ Kaki Bukit, Singapore 415875

Job Description

G-COOL M&E PTE LTD is seeking a motivated and technically competent Systems Engineer (Computer) to support the company's IT infrastructure and digital operations. The successful candidate will be responsible for maintaining computer systems, network infrastructure, software applications, and providing technical support to internal users.

Key Responsibilities

• Manage and maintain company computer systems, servers, and network infrastructure.
• Install, configure, and troubleshoot hardware, software, printers, and peripheral devices.
• Monitor system performance and ensure network security and data integrity.
• Provide technical support and training to staff on IT-related issues.
• Maintain backup and recovery procedures for business-critical data.
• Support cloud-based services, email systems, and collaboration platforms.
• Coordinate with vendors for procurement, maintenance, and system upgrades.
• Implement and maintain cybersecurity measures and IT policies.
• Prepare technical documentation, reports, and system inventories.
• Support digital transformation initiatives and business process automation.

Requirements

• Bachelor's Degree in Information Technology, Computer Science, Information Systems, or related field.
• Fresh graduates are welcome to apply.
• Knowledge of Windows operating systems, networking, and computer hardware.
• Familiarity with Microsoft 365, cloud services, and cybersecurity practices.
• Strong troubleshooting and problem-solving skills.
• Good communication and interpersonal skills.
• Ability to work independently and as part of a team.

Preferred Skills

• Knowledge of network administration and server management.
• Experience with database management and system integration.
• Familiarity with scripting or programming languages is an advantage.
• Understanding of IT support within engineering or construction environments will be beneficial.

About the Role

We are looking for a Streaming Data Engineer to design and build scalable real-time data pipelines and streaming data platforms. This role focuses on building high-throughput, low-latency data systems capable of processing large-scale event streams and enabling real-time analytics.

Key Responsibilities

1. Design and develop real-time streaming data pipelines

2. Build event ingestion systems using Kafka or similar messaging systems

3. Implement stream processing jobs using Flink / Spark Streaming

4. Develop scalable stream processing jobs

5. Build and optimize real-time analytical databases

6. Build and maintain data pipelines supporting both batch and streaming workloads

7. Support real-time dashboards and data APIs

8. Implement monitoring and alerting for streaming pipelines

9. Work closely with Data Scientists, Data Analysts, Backend Engineers, and Platform Engineers

What We’re Looking For

1. 3–6 years of experience in Data Engineering / Backend Engineering

2. Experience with real-time analytical databases (Starrocks / Clickhouse / Doris)

3. Experience with streaming data technologies (building distributed data systems)

4. Proficiency in Python / Java / Scala / SQL

5. Apache Kafka / Apache Flink / Spark Streaming

What We Offer

1. A collaborative and inclusive work environment.

2. Opportunities for professional growth and development.

3. The chance to play a pivotal role in shaping the future of our organization.

Employment type: 1-year contract (Renewable)
Location: Ang Mo Kio
Working Days/ Hours: Mon-Fri 8:30am to 6pm
Eligibility: Singaporean ONLY

Job Overview:

We are looking for a Technical Specialist with AI competencies to support the development and implementation of digital learning applications, including Learning Management Systems (LMS) and other learning technology platforms.

This role involves designing, integrating, and maintaining intelligent learning solutions that enhance user experience, personalize learning pathways, and improve platform capabilities through AI technologies. The ideal candidate will combine strong software engineering skills with knowledge of AI tools and technologies applied to learning environments.

Key Responsibilities:

Learning Application Development

• Develop, customize, and maintain learning applications such as Learning Management Systems (LMS) and other digital learning platforms.

• Support system implementation, configuration, and deployment of learning technologies.

• Ensure applications are scalable, secure, and aligned with system architecture standards.

AI Integration & Development

• Design and integrate AI-powered features into learning platforms, such as recommendation engines, chatbots, or adaptive learning tools.

• Work with AI frameworks and APIs to enhance learning analytics, learner engagement, and personalization.

• Explore and implement AI-driven solutions to improve content discovery, learner support, and performance tracking.

System Integration

• Integrate LMS platforms with other enterprise systems (e.g., HR systems, authentication systems, analytics platforms) using APIs and middleware.

• Ensure compatibility with e-learning standards such as SCORM, xAPI, or LTI.

Testing & Optimization

• Conduct system testing, debugging, and performance optimization for both application and AI components.

• Monitor platform performance and identify opportunities for improvement.

Collaboration

• Work closely with instructional designers, project managers, and product teams to translate learning requirements into technical solutions.

• Collaborate with data engineers and AI specialists to implement machine learning models and intelligent features.

Documentation & Support

• Maintain technical documentation for system architecture, integrations, and AI components.

• Provide technical troubleshooting and support during system implementation and deployment.

Skills & Experience Required

• Technical Skills: Experience in software development using Python, JavaScript, C#, or Java. Knowledge of HTML5, CSS, REST APIs, microservices architecture, and Learning Management Systems (LMS) or learning technology platforms. Hands-on experience with relational databases such as Microsoft SQL Server, MySQL, or PostgreSQL.
• AI & Data Competencies: Familiarity with AI/ML frameworks such as TensorFlow, PyTorch, or Scikit-learn. Experience integrating AI APIs/services including NLP, recommendation engines, or chatbot frameworks. Understanding of learning analytics, data processing, and AI-driven personalization.
• Systems & Integration: Experience integrating enterprise systems through APIs or middleware. Understanding of cloud platforms such as AWS, Azure, or Google Cloud. Familiarity with SCORM, xAPI, LTI, or other digital learning standards is advantageous.
• Soft Skills: Strong analytical, problem-solving, and communication skills, with the ability to translate technical concepts into practical solutions and work effectively in cross-functional teams.
• Systems Administration: Knowledge of user access management, data backup processes, and security protocols in cloud-based environments.
• Project Collaboration: Experience working with both technical and non-technical stakeholders in collaborative project environments.
• Attention to Detail: Ability to ensure configurations, customizations, and integrations meet required specifications and standards.

Preferred Qualifications

• Bachelor’s degree in Computer Science, Information Technology, Engineering, or related field
• Certifications: Relevant certifications in AI, cloud platforms, or software engineering are an advantage. (e.g., Machine Learning, AWS, Microsoft, LMS-specific certifications).
• Experience with Cloud-Based Systems: Experience with cloud platforms like AWS, Azure, or Google Cloud, particularly in the context of learning platforms
• Experience with SCORM/ xAPI: Familiarity with e-learning standards like SCORM, xAPI, and Tin Can API for tracking and reporting learning activities.
• Familiarity with Data Security: Knowledge of data security practices, especially as they apply to sensitive learning and employee data.

Overall Job Objectives:

We are looking for highly motivated and passionate individuals to provide warm, friendly, and exceptional food & beverage service within INITIA Group’s F&B brands. He/She will assist the Outlet In-Charge in driving outlet sales while delivering excellent service to ensure customer satisfaction.

Core Responsibilities:

• Host and greet guests in a warm and friendly manner.

• Be well-versed with the outlet’s products and services and actively promote or upsell items when appropriate.

• Provide a high standard of service through attentive and engaging guest interaction.

• Adhere to all operational procedures and suggest improvements for service efficiency.

• Maintain proper grooming and represent the brand professionally.

• Understand and operate POS/ordering systems to ensure smooth service.

• Address guest concerns promptly and escalate issues to the immediate superior for quick resolution.

• Assist the Outlet In-Charge in promoting specific menu items or services.

Job Specifications:

• No prior experience required — fresh entrants are welcome to apply!

• With Good communication skills 

• Able to work independently and demonstrate positive energy.

• Friendly, outgoing, and dedicated to delivering outstanding customer service.

• Flexibility to work shifts, including weekends and public holidays, based on business needs.

Key Deliverables:

• Greet and host guests warmly while ensuring exceptional customer service and satisfaction.

• Be knowledgeable about the outlet’s products/services and assist in promoting and upselling them.

• Maintain smooth operations by adhering to procedures and handling POS/ordering systems effectively.

• Escalate guest issues to superiors promptly and suggest service improvements where possible.

• Represent the brand with professional grooming and positive interaction.

Benefits of the role:

• Monthly variable sales incentive

• Annual completion bonus of 1 month salary (For Full-time if applicable)

• Medical coverage (For Full-time if applicable)

• Group discount (Dining & Salon)

• T⁠raining & Career Growth

• Opportunity to cross-rain at Overseas Outlets

INITIA GROUP is the biggest brand concept leader in Singapore & Malaysia. We have been in the beauty and F&B industry for years and are now in Art, Retail, and Photo Studios. We are a fast-paced growing company, bringing all unique and on-trend concepts. We have a lot of expansions going on and we need additional talents in our growing family.

.

If you’re excited about our company’s vision for this position and want to start the path of becoming one of our future leaders, we’d like to hear from you.

.

APPLY NOW!  

Overall Job Objectives

We are looking for highly motivated and passionate individuals to provide warm, friendly, and exceptional food & beverage service within INITIA Group’s F&B brands. He/She will assist the Outlet In-Charge in driving outlet sales while delivering excellent service to ensure customer satisfaction.

Core Responsibilities

• Host and greet guests in a warm and friendly manner.
• Be well-versed with the outlet’s products and services and actively promote or upsell items when appropriate.
• Provide a high standard of service through attentive and engaging guest interaction.
• Adhere to all operational procedures and suggest improvements for service efficiency.
• Maintain proper grooming and represent the brand professionally.
• Understand and operate POS/ordering systems to ensure smooth service.
• Address guest concerns promptly and escalate issues to the immediate superior for quick resolution.
• Assist the Outlet In-Charge in promoting specific menu items or services.

Job Specifications

• No prior experience required — fresh entrants are welcome to apply!
• With Good communication skills
• Able to work independently and demonstrate positive energy.
• Friendly, outgoing, and dedicated to delivering outstanding customer service.
• Flexibility to work shifts, including weekends and public holidays, based on business needs.

Key Deliverables

• Greet and host guests warmly while ensuring exceptional customer service and satisfaction.
• Be knowledgeable about the outlet’s products/services and assist in promoting and upselling them.
• Maintain smooth operations by adhering to procedures and handling POS/ordering systems effectively.
• Escalate guest issues to superiors promptly and suggest service improvements where possible.
• Represent the brand with professional grooming and positive interaction.

Benefits of the role

• Career Progression
• Working location will be premium location at Orchard area
• Collaborative and inclusive work environment that values creativity and innovation.
• Opportunity to work on diverse projects across various industries.

INITIA GROUP is the biggest brand concept leader in Singapore & Malaysia. We have been in the beauty and F&B industry for years and are now in Art, Retail, and Photo Studios. We are a fast-paced growing company, bringing all unique and on-trend concepts. We have a lot of expansions going on and we need additional talents in our growing family.

If you’re excited about our company’s vision for this position and want to start the path of becoming one of our future leaders, we’d like to hear from you.

You may visit our website to learn more about us: https://initia.sg/

APPLY NOW!

Overall Job Objectives:

We are looking for highly motivated and passionate individuals to provide warm, friendly, and exceptional food & beverage service within INITIA Group’s F&B brands. He/She will assist the Outlet In-Charge in driving outlet sales while delivering excellent service to ensure customer satisfaction.

Core Responsibilities:

• Host and greet guests in a warm and friendly manner.

• Be well-versed with the outlet’s products and services and actively promote or upsell items when appropriate.

• Provide a high standard of service through attentive and engaging guest interaction.

• Adhere to all operational procedures and suggest improvements for service efficiency.

• Maintain proper grooming and represent the brand professionally.

• Understand and operate POS/ordering systems to ensure smooth service.

• Address guest concerns promptly and escalate issues to the immediate superior for quick resolution.

• Assist the Outlet In-Charge in promoting specific menu items or services.

Job Specifications:

• No prior experience required — fresh entrants are welcome to apply!

• With Good communication skills 

• Able to work independently and demonstrate positive energy.

• Friendly, outgoing, and dedicated to delivering outstanding customer service.

• Flexibility to work shifts, including weekends and public holidays, based on business needs.

Key Deliverables:

• Greet and host guests warmly while ensuring exceptional customer service and satisfaction.

• Be knowledgeable about the outlet’s products/services and assist in promoting and upselling them.

• Maintain smooth operations by adhering to procedures and handling POS/ordering systems effectively.

• Escalate guest issues to superiors promptly and suggest service improvements where possible.

• Represent the brand with professional grooming and positive interaction.

Benefits of the role:

• Monthly variable sales incentive

• Annual completion bonus of 1 month salary (For Full-time if applicable)

• Medical coverage (For Full-time if applicable)

• Group discount (Dining & Salon)

• T⁠raining & Career Growth

• Opportunity to cross-rain at Overseas Outlets

INITIA GROUP is the biggest brand concept leader in Singapore & Malaysia. We have been in the beauty and F&B industry for years and are now in Art, Retail, and Photo Studios. We are a fast-paced growing company, bringing all unique and on-trend concepts. We have a lot of expansions going on and we need additional talents in our growing family.

.

If you’re excited about our company’s vision for this position and want to start the path of becoming one of our future leaders, we’d like to hear from you.

.https://initia.sg/

APPLY NOW!  

Job Responsibilities:

• Support the technical team and construction team for all design matters.
• Review all technical documentation and drawings of the Project works.
• Work closely with consultant on the scope of services, design and project deliverables toenhance site efficiency and constructability.
• Manage design approval process and coordination with the clients, consultants andsubcontractors in a timely manner to resolve all technical issues.
• Ensure strict compliance of the design in accordance with contractual requirements.
• Identifies and highlight to management and project team of any potential risks or issues thatwill impact project performance.
• Support tender team and prepare technical tender documents as per specifications forbidding of civil and structural engineering projects as when assigned.

Requirements:

• PE Board Recognised Degree in Civil Engineering
• Min 1 year of design management experience with at least 2 years of design experience withD&B main contractor or consultancy firm
• Strong coordination and collaboration with other disciplines.
• Good interpersonal and communication skills.
• Good organization and time management skills.

Job Description

• Responsible in analyzing and troubleshooting customer issues via phone or email as well as on-site
• Taking charge of conducting product application testing for sales reps and customers.
• Responsible in conducting post sales application training to customers.
• In charge of receiving phone calls or emails from sales reps and customers and answering to the enquiries concerning product capabilities, specifications, and applications
• Responsible in creating and updating manuals for post sales application training for customers.
• Responsible to travel yo customer’s site for on-site support including setup, adjustment/ finetuning the system.
• In charge of assisting sales engineer with on-site presentations to customers when required
• Other duties or projects, as assigned

Requirements

• Minimum Diploma in Electrical / Electronic Engineering or equivalent
• Minimum 1 Years of working experience in industrial equipment industry
• Familiar with Logic control, Microsoft Excel skills, communication protocol (i.e Serial, Modbus TCP, Ethernet, EIP etc.) and HMI programming

To submit your application, please apply online to apply@rn-care.com or call +(65) 6513 5697 for private and confidential discussion.

Your interest will be treated with the strictest of confidence. We regret that only shortlisted candidates will be notified or contacted.

RN Care Pte. Ltd
EA License No: 17C8900

• Administer enterprise Kafka clusters in Production and UAT.
• Configure broker-level and topic-level settings (retention, replication, partitions, cleanup policies).
• Onboard new applications onto Kafka platform following governance standards.
• Implement SSL/TLS encryption and ACL-based authorization.
• Automate Kafka deployments using Ansible and CI/CD pipelines (Git, Jenkins, Bitbucket).
• Perform rolling upgrades, patching, and version migrations with minimal downtime.
• Executed Disaster Recovery (DR) flip activity to switch Kafka cluster from Active to Passive environment during maintenance and failover testing.
• Monitor cluster health using Prometheus, Grafana, and Confluent Control Center.
• Configure alerting for CPU, memory, log size, ISR shrink, and broker health.
• Optimize cluster performance and ensure high availability.
• Raise and execute Change Requests (CRs) as per release process.
• Provide L2/L3 production support and perform RCA.
• Providing guidance to application teams on best practices for Kafka integration.
• Participate in DR flip and failover testing.
• Support Kafka Connect, Schema Registry, and REST Proxy.