47 Aws Certified Database Specialty jobs in Singapore

Database Engineer

Singapore, Singapore CHARTERHOUSE PTE. LTD.

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Job Description

Key Responsibilities
  • Define performance benchmarks for complex data environments and conduct stress/load testing for backup, recovery, replication, and scalability scenarios.
  • Take full ownership of database planning, capacity projections, performance tuning, and privileged account management across multi-vendor platforms.
  • Review platform release cycles and manage version upgrades or security patches across all database stacks.
  • Collaborate with engineering and application teams to ensure data architecture aligns with solution design principles.
  • Provision core data storage environments (filesystems, partitions, tablespaces) and support object-level creation post-schema design.
  • Enforce data access policies that enable accurate, secure, and timely delivery of information across business domains.
  • Monitor and fine-tune operational metrics to ensure adherence to SLAs, focusing on latency, availability, and resource utilization.
  • Author and maintain governance protocols, operating standards, and compliance documentation aligned with internal controls and cybersecurity mandates.
  • Lead impact analysis and remediation planning to mitigate data-related risks and support audit-readiness.
  • Advise stakeholders on database modernization strategies including cloud integration, containerization, and automation frameworks.
  • Participate in 24/7 production support rotations, responding to alerts and resolving time-sensitive incidents.
  • Drive innovation through the adoption of emerging database technologies and automation tools to scale operations and reduce manual overhead.
What You’ll Bring

Qualifications & Background

  • Degree in Computer Science, Information Systems, or related discipline.
  • 6+ years managing complex database environments at enterprise scale, including primary experience with Oracle, as well as MariaDB and Microsoft SQL Server.
  • Hands-on experience in architecting high-availability solutions (e.g., RAC clusters, Data Guard, GoldenGate).
  • Deep familiarity with managing relational and distributed data systems in highly regulated or mission-critical environments.

Skills & Technical Competencies

  • Strong understanding of large-scale database engineering principles including schema design, performance optimization, and platform resilience.
  • Experience with infrastructure-as-code and automation using tools like Puppet, Ansible, or Kubernetes.
  • Exposure to Linux (preferably RHEL) and/or Windows Server environments.
  • Demonstrated ability to juggle competing project demands in high-stakes, high-tempo settings.
  • Working knowledge of ITIL or similar service management frameworks (especially change and incident processes).
  • Proficient in the use of observability tools such as Oracle Enterprise Manager, MONyog, or MySQL Enterprise Monitor.
  • Clear communicator with the ability to translate complex technical issues into strategic recommendations.

Reg. No. R1878306

EA License no.: 16S8066

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Database Engineer

Singapore, Singapore Singapore Airlines

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Job Description

Join to apply for the Database Engineer role at Singapore Airlines .

Job Description

The successful candidate will be part of the Cloud & Platforms Department within Singapore Airlines' Information Technology Division.

Key Responsibilities

  • Review business requirements and perform impact analysis.
  • Work with IT and business units to propose IT solutions by refining specifications and requirements based on available technology. Liaise with business users and developers to refine user stories.
  • Design and develop quality and sustainable digital solutions for initiatives and enhancements using best software development practices.
  • Create and maintain software documentation, including solution proposals, detailed technical design, and test scripts.
  • Assist in estimating work effort and setting realistic schedules for development.
  • Anticipate potential issues that may impact implementation. Support applications and track prompt resolution of problems and issues.
  • Be adaptable to new Gen AI ways of work and development for efficient and defect-free delivery.

Requirements

  • Proven experience as a Full Stack Developer with at least 5 years in application development.
  • Proficiency in Java and one frontend framework/library (e.g., React, Angular, Vue.js).
  • Experience with application design, solutioning (including database design), and software development.
  • Hands-on experience with AWS services such as EC2, S3, RDS, Lambda, and API Gateway.
  • Experience with APIs, Java-based Web Services (SOAP UI), Multimedia Content Development, session management.
  • Experience with containerization tools like Docker and orchestration platforms such as Kubernetes.
  • Familiarity with modern DevOps practices, CI/CD pipeline.
  • Possess a degree in Information Technology or related fields.
  • Strong analytical, communication, and interpersonal skills.
  • Understanding of Web UI Design, cross-browser compatibility, web standards.
  • Good to have experience or knowledge of Apache Camel.
  • Knowledge in other IT areas (network, servers, security, middleware, AWS) is advantageous.
  • Knowledge of Gen AI tools such as ChatGPT, Germini, Github Co-Pilot is useful.

We thank all candidates for your interest in Singapore Airlines, and regret that only shortlisted candidates will be notified.

Additional Details

  • Seniority level: Mid-Senior level
  • Employment type: Full-time
  • Job function: Information Technology
  • Industries: Airlines and Aviation

This job posting is active.

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Database Engineer

Singapore, Singapore Refine Group

Posted today

Job Viewed

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Job Description

The successful candidate will be part of the Cloud & Platforms Department within Singapore Airlines' Information Technology Division.

Key Responsibilities
Review business requirements and perform impact analysis.
Work with IT and business units to propose IT solutions by refining specifications and requirements based on available technology. Liaise with business users and developers to refine user stories.
Design and develop quality and sustainable digital solution for initiatives and enhancements using best software development practices
Create and maintain software documentation, including solution proposals, detailed technical design and test scripts
Assist in the estimation of work effort and set a realistic schedule for development.
Anticipate potential issues that may impact the implementation of initiatives. Support applications and track for prompt resolution of problems and issues.
Ready to adapt to new Gen AI way of work and development to efficient and defect free delivery

Requirements

  • Proven experience as a Full Stack Developer. At least 5 years of experience in application development.
  • Proficiency in Java and one frontend framework/library (e.g., React, Angular, Vue.js).
  • Experience with application design, solutioning (including database design) and software development.
  • Hands-on experience with AWS services such as EC2, S3, RDS, Lambda, and API Gateway.
  • Experience with APIs, Java based Web Services (SOAP UI), Multimedia Content Development, session management.
  • Experience with containerization tools like Docker and orchestration platforms such as Kubernetes.
  • Familiarity with modern DevOps practices, CI/CD pipeline.
  • Possess a degree in Information Technology or related fields.
  • Strong analytical, communications and interpersonal skills.
  • Possess understanding of Web User Interface Design (UI), cross-browser compatibility, general web functions and standards.
  • Good to have experience or Knowledge with Apache Camel
  • Knowledge in other IT technical areas (network, servers, information security, middleware and AWS) will be advantageous.
  • Knowledge in Gen AI tools such as ChatGPT, Germini, Github Co-Pilot will be useful

We thank all candidates for your interest in Singapore Airlines, and regret that only shortlisted candidates will be notified.

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This advertiser has chosen not to accept applicants from your region.

Database Engineer

Singapore, Singapore DATATECH INTEGRATOR PTE. LTD.

Posted today

Job Viewed

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Job Description

Other responsibilities include:

- Design, develop and deliver / implement data solutions to include: architecture design, prototyping of concepts to proof of concept, development of standards, design and development of test plans, code and module design, development and testing, data solution debugging, design and implementation of a solution that follows efficient design techniques and development that meets and exceeds the intent of the design of the data solution.

- Effectively manage day-to-day tasks / activities in coordination with a team of developers/clients to effectively meet the deliverables and schedule of a data solution component within a larger application project.

- Give support to various business and technology teams as necessary during design, development and delivery to ensure solid, scalable, robust solutions.

- Support and maintain data and database systems to meet business delivery specifications and needs.

- Part of a tag team to provide onsite support from time to time for a 24x7 maintenance arrangement

Requirements :

- Preferably One(1) year experience in Microsoft SQL Server, PostgreSQL or MySQL Database Administration & Engineering

- Have three(3) years experience working in IT sector

- Preferably familiar in data-preprocessing, data pipeline, and data wrangling

- Aspire strongly to build career & become expert in database engineering

- Able to speak, read & write fluently in english

- Willing to invest time & lots of effort to become Subject Matter Expert & achieve excellence in Database technology & Data management

- Open minded & Willing to work hard in a small team culture environment where everyone respect each other

- Willing to go on client site when required

- Independent & reliable

- Must be able to work from home comfortably & confidently when not onsite

- Mid career switcher aspiring to embark in data engineering space also welcome to apply
This advertiser has chosen not to accept applicants from your region.

Database Engineer

Singapore, Singapore ITCAN PTE. LIMITED

Posted today

Job Viewed

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Job Description

Job Role/LeveltDatabase Administrator

Mandatory SkillstDatabase Administration

Preferred Skillst

Brief Job Descriptiont

Responsible for the day-to-day operational aspects of database administration to meet the business needs and service level.

- Provide 1st level operational database support.

- Service database changes through change request process & provide status reports to the relevant parties.

- Respond promptly to incident, investigate & provide temporary &/or permanent resolution of incidents escalated and provide timely status updates to relevant parties.

- Monitor & measure the performance & availability of databases proactively; implement corrective actions identified to improve performance & availability.

- Monitor the agreed service level, document & maintain the configuration of the databases; provide regular reporting to relevant parties.

- Ensure service level meet requirement. Propose and implement action plan when required.

- Monitor databases according to standard operations procedures.

- Involve in implementation of service continuity measures, i.e., backup/restore procedures & disaster recovery plan, to ensure continuous operation of the business.

- A good team player.

- Prompt 24x7 support.

- Good customer service.
This advertiser has chosen not to accept applicants from your region.

Database Engineer

Singapore, Singapore DATATECH INTEGRATOR PTE. LTD.

Posted today

Job Viewed

Tap Again To Close

Job Description

Roles & Responsibilities

Other responsibilities include:

- Design, develop and deliver / implement data solutions to include: architecture design, prototyping of concepts to proof of concept, development of standards, design and development of test plans, code and module design, development and testing, data solution debugging, design and implementation of a solution that follows efficient design techniques and development that meets and exceeds the intent of the design of the data solution.

- Effectively manage day-to-day tasks / activities in coordination with a team of developers/clients to effectively meet the deliverables and schedule of a data solution component within a larger application project.

- Give support to various business and technology teams as necessary during design, development and delivery to ensure solid, scalable, robust solutions.

- Support and maintain data and database systems to meet business delivery specifications and needs.

- Part of a tag team to provide onsite support from time to time for a 24x7 maintenance arrangement

Requirements :

- Preferably One(1) year experience in Microsoft SQL Server, PostgreSQL or MySQL Database Administration & Engineering

- Have three(3) years experience working in IT sector

- Preferably familiar in data-preprocessing, data pipeline, and data wrangling

- Aspire strongly to build career & become expert in database engineering

- Able to speak, read & write fluently in english

- Willing to invest time & lots of effort to become Subject Matter Expert & achieve excellence in Database technology & Data management

- Open minded & Willing to work hard in a small team culture environment where everyone respect each other

- Willing to go on client site when required

- Independent & reliable

- Must be able to work from home comfortably & confidently when not onsite

- Mid career switcher aspiring to embark in data engineering space also welcome to apply

Tell employers what skills you have

Data Wrangling
PostgreSQL
Data Management
MySQL
Administration
Microsoft SQL Server
IT Operations
Data Engineering
SQL
Database Administration
Databases
Linux
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Database Engineer

573969 $4000 Monthly DATATECH INTEGRATOR PTE. LTD.

Posted 2 days ago

Job Viewed

Tap Again To Close

Job Description

Other responsibilities include:


- Design, develop and deliver / implement data solutions to include: architecture design, prototyping of concepts to proof of concept, development of standards, design and development of test plans, code and module design, development and testing, data solution debugging, design and implementation of a solution that follows efficient design techniques and development that meets and exceeds the intent of the design of the data solution.


- Effectively manage day-to-day tasks / activities in coordination with a team of developers/clients to effectively meet the deliverables and schedule of a data solution component within a larger application project.


- Give support to various business and technology teams as necessary during design, development and delivery to ensure solid, scalable, robust solutions.


- Support and maintain data and database systems to meet business delivery specifications and needs.


- Part of a tag team to provide onsite support from time to time for a 24x7 maintenance arrangement



Requirements :


- Preferably One(1) year experience in Microsoft SQL Server, PostgreSQL or MySQL Database Administration & Engineering


- Have three(3) years experience working in IT sector


- Preferably familiar in data-preprocessing, data pipeline, and data wrangling


- Aspire strongly to build career & become expert in database engineering


- Able to speak, read & write fluently in english


- Willing to invest time & lots of effort to become Subject Matter Expert & achieve excellence in Database technology & Data management


- Open minded & Willing to work hard in a small team culture environment where everyone respect each other


- Willing to go on client site when required


- Independent & reliable


- Must be able to work from home comfortably & confidently when not onsite


- Mid career switcher aspiring to embark in data engineering space also welcome to apply



This advertiser has chosen not to accept applicants from your region.
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Database Engineer

049712 $6500 Monthly ITCAN PTE. LIMITED

Posted 4 days ago

Job Viewed

Tap Again To Close

Job Description

Job Role/Level Database Administrator

Mandatory Skills atabase Administration

Preferred Skills


Brief Job Description


Responsible for the day-to-day operational aspects of database administration to meet the business needs and service level.

- Provide 1st level operational database support.

- Service database changes through change request process & provide status reports to the relevant parties.

- Respond promptly to incident, investigate & provide temporary &/or permanent resolution of incidents escalated and provide timely status updates to relevant parties.

- Monitor & measure the performance & availability of databases proactively; implement corrective actions identified to improve performance & availability.

- Monitor the agreed service level, document & maintain the configuration of the databases; provide regular reporting to relevant parties.

- Ensure service level meet requirement. Propose and implement action plan when required.

- Monitor databases according to standard operations procedures.

- Involve in implementation of service continuity measures, i.e., backup/restore procedures & disaster recovery plan, to ensure continuous operation of the business.

- A good team player.

- Prompt 24x7 support.

- Good customer service.


This advertiser has chosen not to accept applicants from your region.

Sr Database Engineer

PayPal

Posted today

Job Viewed

Tap Again To Close

Job Description

workfromhome

Join to apply for the Sr Database Engineer role at PayPal

11 hours ago Be among the first 25 applicants

Join to apply for the Sr Database Engineer role at PayPal

The Company
PayPal has been revolutionizing commerce globally for more than 25 years. Creating innovative experiences that make moving money, selling, and shopping simple, personalized, and secure, PayPal empowers consumers and businesses in approximately 200 markets to join and thrive in the global economy.

We operate a global, two-sided network at scale that connects hundreds of millions of merchants and consumers. We help merchants and consumers connect, transact, and complete payments, whether they are online or in person. PayPal is more than a connection to third-party payment networks. We provide proprietary payment solutions accepted by merchants that enable the completion of payments on our platform on behalf of our customers.

We offer our customers the flexibility to use their accounts to purchase and receive payments for goods and services, as well as the ability to transfer and withdraw funds. We enable consumers to exchange funds more safely with merchants using a variety of funding sources, which may include a bank account, a PayPal or Venmo account balance, PayPal and Venmo branded credit products, a credit card, a debit card, certain cryptocurrencies, or other stored value products such as gift cards, and eligible credit card rewards. Our PayPal, Venmo, and Xoom products also make it safer and simpler for friends and family to transfer funds to each other. We offer merchants an end-to-end payments solution that provides authorization and settlement capabilities, as well as instant access to funds and payouts. We also help merchants connect with their customers, process exchanges and returns, and manage risk. We enable consumers to engage in cross-border shopping and merchants to extend their global reach while reducing the complexity and friction involved in enabling cross-border trade.

Our beliefs are the foundation for how we conduct business every day. We live each day guided by our core values of Inclusion, Innovation, Collaboration, and Wellness. Together, our values ensure that we work together as one global team with our customers at the center of everything we do – and they push us to ensure we take care of ourselves, each other, and our communities.

Job Description Summary:
At PayPal, the Transaction Processing and Data Services (TPDS) team powers the backbone of our global payments platform, processing billions of transactions through our mission-critical OLTP database infrastructure. As a Senior Database Engineer, you will execute strategic infrastructure transformation initiatives to establish industry-leading availability standards and architect solutions for petabyte-scale operational excellence.

Job Description:
Essential Responsibilities:

  • Manage and optimize Big Data and cloud technologies to ensure reliable and efficient operations.
  • Design, implement, and oversee scalable compute infrastructure tailored to support data scientists' needs.
  • Create insightful reports leveraging tools such as Tableau, MicroStrategy, ThoughtSpot, Qlik, Looker, and others.
  • Optimize system performance through tuning and proactive efficiency improvements.
  • Collaborate with business users to address queries, resolve issues, and provide technical guidance.
  • Lead efforts in data migration, system upgrades, and maintenance of databases and associated tools.
  • Develop and maintain automation scripts for platform administration and monitoring tasks.
  • Deliver database engineering, infrastructure builds, and release management services with a focus on quality and reliability.
  • Partner with cross-functional operations teams to handle incidents, perform root cause analysis, and resolve problems effectively.
  • Take ownership of implementing modules, applications, or products from concept to deployment.


Minimum Qualifications:

  • Minimum of 5 years of relevant work experience and a Bachelor's degree or equivalent experience.


For the majority of employees, PayPal's balanced hybrid work model offers 3 days in the office for effective in-person collaboration and 2 days at your choice of either the PayPal office or your home workspace, ensuring that you equally have the benefits and conveniences of both locations.

Our Benefits:

At PayPal, we’re committed to building an equitable and inclusive global economy. And we can’t do this without our most important asset—you. That’s why we offer benefits to help you thrive in every stage of life. We champion your financial, physical, and mental health by offering valuable benefits and resources to help you care for the whole you.

We have great benefits including a flexible work environment, employee shares options, health and life insurance and more. To learn more about our benefits please visit We Are:

To learn more about our culture and community visit to Diversity and Inclusion

PayPal provides equal employment opportunity (EEO) to all persons regardless of age, color, national origin, citizenship status, physical or mental disability, race, religion, creed, gender, sex, pregnancy, sexual orientation, gender identity and/or expression, genetic information, marital status, status with regard to public assistance, veteran status, or any other characteristic protected by federal, state, or local law. In addition, PayPal will provide reasonable accommodations for qualified individuals with disabilities. If you are unable to submit an application because of incompatible assistive technology or a disability, please contact us at

Belonging at PayPal:

Our employees are central to advancing our mission, and we strive to create an environment where everyone can do their best work with a sense of purpose and belonging. Belonging at PayPal means creating a workplace with a sense of acceptance and security where all employees feel included and valued. We are proud to have a diverse workforce reflective of the merchants, consumers, and communities that we serve, and we continue to take tangible actions to cultivate inclusivity and belonging at PayPal.

Any general requests for consideration of your skills, please Join our Talent Community.

We know the confidence gap and imposter syndrome can get in the way of meeting spectacular candidates. Please don’t hesitate to apply.

REQ ID R0128077

Seniority level
  • Seniority level Not Applicable
Employment type
  • Employment type Full-time
Job function
  • Industries Software Development, Financial Services, and Technology, Information and Internet

Referrals increase your chances of interviewing at PayPal by 2x

Sign in to set job alerts for “Senior Database Engineer” roles. Senior Engineer, Database Administration (Work From Home) Senior Database Administrator (Private Cloud) – APAC Database Administrator (DBA) - Digital Bank Database Engineer – Manufacturing Systems Candidate Pool: ECOM Database Engineer (expats contracts - multiple locations) Database Administrator - IT Systems & Operations (ITE Headquarters)

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Sr Database Engineer

Singapore, Singapore PayPal

Posted today

Job Viewed

Tap Again To Close

Job Description

workfromhome

Join to apply for the Sr Database Engineer role at PayPal

1 day ago Be among the first 25 applicants

Join to apply for the Sr Database Engineer role at PayPal

The Company
PayPal has been revolutionizing commerce globally for more than 25 years. Creating innovative experiences that make moving money, selling, and shopping simple, personalized, and secure, PayPal empowers consumers and businesses in approximately 200 markets to join and thrive in the global economy.

We operate a global, two-sided network at scale that connects hundreds of millions of merchants and consumers. We help merchants and consumers connect, transact, and complete payments, whether they are online or in person. PayPal is more than a connection to third-party payment networks. We provide proprietary payment solutions accepted by merchants that enable the completion of payments on our platform on behalf of our customers.

We offer our customers the flexibility to use their accounts to purchase and receive payments for goods and services, as well as the ability to transfer and withdraw funds. We enable consumers to exchange funds more safely with merchants using a variety of funding sources, which may include a bank account, a PayPal or Venmo account balance, PayPal and Venmo branded credit products, a credit card, a debit card, certain cryptocurrencies, or other stored value products such as gift cards, and eligible credit card rewards. Our PayPal, Venmo, and Xoom products also make it safer and simpler for friends and family to transfer funds to each other. We offer merchants an end-to-end payments solution that provides authorization and settlement capabilities, as well as instant access to funds and payouts. We also help merchants connect with their customers, process exchanges and returns, and manage risk. We enable consumers to engage in cross-border shopping and merchants to extend their global reach while reducing the complexity and friction involved in enabling cross-border trade.

Our beliefs are the foundation for how we conduct business every day. We live each day guided by our core values of Inclusion, Innovation, Collaboration, and Wellness. Together, our values ensure that we work together as one global team with our customers at the center of everything we do – and they push us to ensure we take care of ourselves, each other, and our communities.

Job Description Summary:
At PayPal, the Transaction Processing and Data Services (TPDS) team powers the backbone of our global payments platform, processing billions of transactions through our mission-critical OLTP database infrastructure. As a Senior Database Engineer, you will execute strategic infrastructure transformation initiatives to establish industry-leading availability standards and architect solutions for petabyte-scale operational excellence.

Job Description:
Essential Responsibilities:

  • Manage and optimize Big Data and cloud technologies to ensure reliable and efficient operations.
  • Design, implement, and oversee scalable compute infrastructure tailored to support data scientists' needs.
  • Create insightful reports leveraging tools such as Tableau, MicroStrategy, ThoughtSpot, Qlik, Looker, and others.
  • Optimize system performance through tuning and proactive efficiency improvements.
  • Collaborate with business users to address queries, resolve issues, and provide technical guidance.
  • Lead efforts in data migration, system upgrades, and maintenance of databases and associated tools.
  • Develop and maintain automation scripts for platform administration and monitoring tasks.
  • Deliver database engineering, infrastructure builds, and release management services with a focus on quality and reliability.
  • Partner with cross-functional operations teams to handle incidents, perform root cause analysis, and resolve problems effectively.
  • Take ownership of implementing modules, applications, or products from concept to deployment.


Minimum Qualifications:

  • Minimum of 5 years of relevant work experience and a Bachelor's degree or equivalent experience.


For the majority of employees, PayPal's balanced hybrid work model offers 3 days in the office for effective in-person collaboration and 2 days at your choice of either the PayPal office or your home workspace, ensuring that you equally have the benefits and conveniences of both locations.

Our Benefits:

At PayPal, we’re committed to building an equitable and inclusive global economy. And we can’t do this without our most important asset—you. That’s why we offer benefits to help you thrive in every stage of life. We champion your financial, physical, and mental health by offering valuable benefits and resources to help you care for the whole you.

We have great benefits including a flexible work environment, employee shares options, health and life insurance and more. To learn more about our benefits please visit We Are:

To learn more about our culture and community visit to Diversity and Inclusion

PayPal provides equal employment opportunity (EEO) to all persons regardless of age, color, national origin, citizenship status, physical or mental disability, race, religion, creed, gender, sex, pregnancy, sexual orientation, gender identity and/or expression, genetic information, marital status, status with regard to public assistance, veteran status, or any other characteristic protected by federal, state, or local law. In addition, PayPal will provide reasonable accommodations for qualified individuals with disabilities. If you are unable to submit an application because of incompatible assistive technology or a disability, please contact us at

Belonging at PayPal:

Our employees are central to advancing our mission, and we strive to create an environment where everyone can do their best work with a sense of purpose and belonging. Belonging at PayPal means creating a workplace with a sense of acceptance and security where all employees feel included and valued. We are proud to have a diverse workforce reflective of the merchants, consumers, and communities that we serve, and we continue to take tangible actions to cultivate inclusivity and belonging at PayPal.

Any general requests for consideration of your skills, please Join our Talent Community.

We know the confidence gap and imposter syndrome can get in the way of meeting spectacular candidates. Please don’t hesitate to apply.

REQ ID R0128076

Seniority level
  • Seniority level Not Applicable
Employment type
  • Employment type Full-time
Job function
  • Industries Software Development, Financial Services, and Technology, Information and Internet

Referrals increase your chances of interviewing at PayPal by 2x

Get notified about new Senior Database Engineer jobs in Singapore, Singapore .

Senior Engineer, Database Administration (Work From Home) Senior Database Administrator (Tencent Cloud) – APAC Database Administrator (DBA) - Digital Bank Database Engineer – Manufacturing Systems Candidate Pool: ECOM Database Engineer (expats contracts - multiple locations) Database Administrator - IT Systems & Operations (ITE Headquarters)

We’re unlocking community knowledge in a new way. Experts add insights directly into each article, started with the help of AI.

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