Total 604 it analyst job vacancies in Hong Kong

The intern will be attached to the Fleet Digital section and will support the team in the following activities: 

• Extract and analyze sets of data from multiple sources and database for Harbour Launch, Tugs and Crew Deployment; develop and test hypothesis and communicate with section managers recommendations. 

• Identify and interpret trends or patterns in the collected data sets. 

• Detect anomalies, spot discrepancies and possible defects from our Fleet Management System 

• Produce insights on operations data using analytic tools (Python/Excel/Power BI) 

• Design, develop and maintain ongoing reports and dashboards. 

• Take in the lead in digitalization projects by working with key stakeholders within and outside of organization. 

• Perform any other ad-hocs duties as assigned. 

Preferred Skills

• Proficiency in Python Programming Language and Excel VBA 

• Experience in UI/UX designing and able to develop dashboard with data visualization tools (Example: Power BI and Tableau) 

• Analytical mindset driven to understand machinery and operation data 

• Strong organizational and problem-solving skills 

• Commitment to learning including new analytical methods and Harbour Craft profile 

• Ability to identify data-driven insights and trends from large data sets, keeping in mind of data quality and accuracy 

• Able to develop Robotics Process Automation (RPA) – UiPath would be a plus. 

Data Analytics

• Spearhead the design and execution of end-to-end data analytics strategies.
• Develop and manage automated data pipelines and ETL workflows.
• Perform data cleaning, preprocessing, and validation to maintain high data accuracy and integrity.
• Utilize advanced statistical and data mining techniques to analyze extensive healthcare datasets.
• Build and maintain interactive dashboards with user-friendly visualizations tailored for non-technical stakeholders.
• Deliver in-depth analytics to support clinical research and quality improvement projects, especially in areas like chronic disease management (e.g., diabetes, kidney disease, asthma).
• Create predictive models and deploy machine learning solutions, including large language models (LLMs).
• Collaborate with clinical teams to integrate Patient-Reported Outcome Measures (PROMs) into existing care processes.
• Work closely with GTO and AIO teams to improve data visibility and accessibility.
• Design and apply LLM-based solutions to streamline and optimize patient care pathways.

Data Quality & Monitoring

• Conduct regular validation to ensure the integrity and consistency of datasets.
• Detect and interpret key trends, patterns, and insights from healthcare data.
• Establish and maintain robust data quality assurance and validation protocols.
• Generate and present clear, data-driven reports and visualizations to stakeholders.
• Ensure all data visualizations are user-centric and accessible to non-technical users.
• Liaise with cross-functional teams to gather and address their specific data requirements.

Data Governance & Protection

• Implement stringent data security policies and access controls.
• Supervise data standardization and quality management initiatives.
• Ensure adherence to data privacy laws such as PDPA and HBRA.
• Develop secure protocols for safe data exchange and collaborative access.
• Promote ethical AI usage and ensure responsible deployment of LLM technologies.

Key Requirements

• Bachelor’s degree in a quantitative field (e.g., Computer Science, Data Analytics, Statistics)
• Minimum of 2 years’ experience in healthcare analytics or a similar field.
• Strong programming skills in Python, R, and SQL.
• Hands-on experience with data visualization platforms such as Tableau, Power BI, or TIBCO Spotfire.
• Proficiency with cloud analytics environments, especially Databricks.
• Solid foundation in statistical methods, including predictive modeling, A/B testing, and time-series analysis.
• Skilled in deploying and fine-tuning AI/ML models, including LLMs, within healthcare contexts.
• Experience working with cloud providers, particularly AWS.
• Familiarity with container technologies like Docker and Kubernetes.
• Experience using modern web frameworks such as Streamlit, NextJS, and TypeScript.
• Proficient in REST API development using frameworks like FastAPI.
• Understanding of database design, with hands-on experience using tools like SQLAlchemy.
• Capable of working with large and complex datasets.
• Proficient in using Git for version control and collaborative coding.
• Strong grasp of CI/CD pipelines and DevSecOps best practices.
• Knowledge of medical terminology and healthcare IT systems.
• Demonstrated ability to manage stakeholders and drive successful project outcomes.
• Excellent analytical thinking and problem-solving capabilities.
• Effective communicator with strong presentation, writing, and interpersonal skills.
• Highly detail-oriented, with a commitment to accurate data handling and analysis.
• Able to convert business challenges into technical data solutions.
• Team-oriented, proactive, and capable of thriving under time constraints.
• Comfortable working both independently and collaboratively in dynamic environments.

To apply, please visit www.gmprecruit.com

We regret that only shortlisted candidates will be notified.

GMP Technologies (S) Pte Ltd | EA License: 11C3793 | EA Personnel: Bautista Gia Grace De Guzman | Registration No: R23111973

• Well Established Security Technology Company

• Salary: $4500 - $5500 + $300 Allowance

• Working Hours: 8:30am - 5:30pm (Monday - Friday)

• Working location: Jurong (Based on Project Site)

• Variable Bonus + Excellent Welfare & Benefits

Job Scope

• Deploy, configure, and maintain the VMware Cloud Foundation (VCF) infrastructure (vSAN, NSX, vCenter, SDDC Manager).
• Deploy, configure, manage, and troubleshoot VMware Tanzu and Kubernetes clusters for application hosting.
• Utilize Aria Automation and GitLab CI pipelines for automated resource provisioning and application deployments.
• Administer, configure, and troubleshoot Linux and Windows server operating systems, web servers (Tomcat, Apache, IIS), and applications.
• Monitor system performance, health, and resource utilization within the VCF, Tanzu, and Kubernetes environments.
• Implement security hardening baselines and oversees security testing (DAST, SAST, PT, SVS) based on policies.
• Troubleshoot and resolve complex infrastructure and application issues.
• Collaborate with HQ technical teams and government CISO Teams, providing operational feedback and addressing issues.

Requirement

• Higher NITEC/Diploma in IT Engineering or relevant certifications such as CISSP/CCNA/CCNP
• 1 - 2 years of relevant experience
• Experience with cloud environment deployment and maintenance is an advantage

Candidates are encouraged to apply this position via Apply Now button with the following information in the resume:

• Work experiences and job responsibilities
• Current and Expected salary
• Reason for leaving
• Date of availability
• Education background

We regret that only shortlisted candidates will be contacted.

YEOW CHANG FU (R23118759)

EA Recruitment Pte Ltd

EA License No: 21C0492

Our client is a Computer and Network Security Industry. Due to business needs, they are now recruiting a Business Development Executive to be part of their Team for ongoing transformation projects. They are located in the West - easily accessible.

About the Role:

Are you passionate about technology and eager to drive business growth in a fast-evolving field? We are looking for a proactive and ambitious Business Development professional to play a key role in expanding our cyber-security portfolio across Singapore and the APAC region.

Responsibilities:

• Spot, evaluate, and pursue new business opportunities in priority industries and markets across the region.
• Develop and implement go-to-market strategies to accelerate the adoption of our cyber-security solutions.
• Build strong, consultative relationships with customers and partners, collaborating with internal technical teams when needed.

Requirements:

• Min Degree Cybersecurity, Computer Science, or a related field.
• Minimum 1 year of experience in business development or sales 

Interested candidates who wish to apply for the advertised position, please click APPLY NOW or email an updated copy of your resume/cv.

We regret that only shortlisted candidate will be notified.

Email Address: jobs@recruitpedia.sg

Recruitpedia Pte. Ltd.

EA License No: 19C9682

EA Personnel No: R25157233 (Loh Pooi Keng)

• Stable company
• Open to considering candidates with 0–2 years of experience
• Great work culture

about the company
The IT Specialist will incharge of implement, troubleshoot, and champion the healthcare IT products that keep hospitals and laboratories running smoothly.

about the job

• Dive deep into healthcare software, laboratory workflows, middleware, and networking concepts.
• Assist with the hands-on installation, testing, and implementation of our IT products for local clients.
• Act as the first line of support for customer inquiries, learning how to troubleshoot and resolve real-world software and system workflow issues.
• Help conduct training sessions, workshops, and build user guides that help medical professionals adopt our technology with confidence.
• Work closely with our Sales, Applications, and Engineering teams to ensure seamless project delivery.

skills and experience required
Diploma or Degree in Medical Laboratory Science, Biomedical Science, Health Sciences, OR Information Technology (with a strong interest in healthcare)

A basic understanding of how hospital laboratories operate and comfortable familiarity with Windows OS.

Experience in a hospital lab, healthcare environment, or IT support role is a plus).

Whats and offer
The permanent opportunity for an IT Specialist, will pay a salary range of $ 4,500 - $ 5,500 plus benefits. 

To apply online please use the 'apply' function, alternatively you can reach me at
https://www.linkedin.com/in/Oliviatoh-032330132/. (EA: 94C3609 / R22109942)

Job Summary

We are looking for a capable IT & Digitalization Specialist to join our Network & Digitalization Department. You will be responsible for overseeing information security across the ASEAN region, providing technical support for digital operations, and leading digital transformation initiatives initiated by our International Headquarters. This role requires a blend of operational IT maintenance, security management, and project coordination skills.

Key Responsibilities

1. Information Security Management (ASEAN Region)

• Manage the daily information security framework for the ASEAN region.

• Implement security protection measures to prevent information risks and ensure the safety of regional information systems and data.

• Oversee information and network security management protocols.

2. Digital Technical Support & Operations

• Provide technical support and services related to digitalization across the region.

• Respond to business digitalization needs and enhance regional digital operational efficiency.

• Support the construction of digital systems and maintain existing IT infrastructure.

• Ensure accurate and timely management of supplier costs, including quarterly and annual accruals and write-offs.

3. Digital Transformation Projects

• Lead the localization and execution of the International Company’s digital science and technology transformation strategy within the ASEAN region.

• Formulate regional implementation plans and coordinate resources to ensure transformation tasks are effectively advanced.

• Organize the team to complete and implement the annual digital transformation action plan.
  

Requirements

Education & Experience

• Education: Bachelor’s Degree (or equivalent) in Information Technology, Computer Science, or a related discipline.

• Experience: Minimum of 3 years of experience in IT operations and maintenance.

Technical Skills & Knowledge

• Strong knowledge of basic IT infrastructure, including servers and office networks.

• Familiarity with IT products or security products; possession of relevant professional certifications is highly advantageous.

• Awareness of frontier technology hotspots and industry trends.

• Bilingual Proficiency (English & Chinese): Proficiency in spoken and written Chinese is required to liaise effectively with Chinese-speaking counterparts at the global headquarters and to review technical documentation from the parent company

Key Competencies

• Project Management: Proven ability to manage projects and coordinate resources effectively.

• Communication: Excellent communication skills with the ability to coordinate problem resolution across different stakeholders.

• Financial Acumen: Basic understanding of cost management and operational efficiency (to support cost center targets).
  

Key Performance Indicators (KPIs)

• Regional Support: Effectiveness in supporting the region's revenue goals and business development.

• Cost Management: Meeting annual cost assessment targets and driving cost efficiency (Cloud & Network Operations Center profitability/savings).

• System Stability: Effectiveness of digital system support and IT maintenance.

• Transformation Success: Successful completion and implementation of the annual digital transformation plan.

• Security & Compliance: Efficacy of information and network security management.
  

By submitting your personal data and/or resume, you give consent to collection, use and disclosure of your personal data and/or resume by the company (or its agent) for the purpose of the processing and administration by the company relating to this job application.

We are looking for an experienced IT Support Engineer to join our technology team. You will be responsible for providing L2/L3 application support, ensuring stability, availability, and performance of business-critical systems and applications.

• Working Hours: Mon-Fri
• Working Location: Central
• Salary Package: Up to $8,000(basic) + AWS
• Job Type: Contract

Key Responsibilities

• Provide L2/L3 application support for production and non-production environments.
• Monitor application and infrastructure performance to ensure system availability, reliability, and optimal performance.
• Investigate, troubleshoot, and resolve application, infrastructure, and security incidents within agreed service levels.
• Perform root cause analysis and implement preventive measures to minimise recurring issues.
• Manage incident ,problem, and change management activities following ITSM best practices.
• Support system deployments, releases, and operational readiness activities.
• Develop and maintain operational procedures, technical documentation, and support runbooks.
• Analyse operational metrics and prepare regular reports on system health, service performance, and improvement initiatives.
• Drive automation initiatives to improve operational efficiency and reduce manual effort.
•  Participate in on-call support or after-hours maintenance activities when required.

Requirements

• Bachelor's degree in Computer Science, Information Technology, Engineering, or a related discipline.
• Strong troubleshooting and problem-solving skills across applications and infrastructure.
• Experience with ITSM processes including Incident, Problem, and Change Management.
• Hands-on experience with monitoring and observability tools
• Familiarity with cloud platforms such as AWS, Microsoft Azure, or Google Cloud.
• ITIL Foundation or related certifications.

By submitting your resume, you consent to the collection, use, and disclosure of your personal information per ScienTec’s Privacy Policy (scientecconsulting.com/privacy-policy).

This authorizes us to:

• Contact you about potential opportunities.
• Delete personal data as it is not required at this application stage.

All applications will be processed with strict confidence. Only shortlisted candidates will be contacted.

Elane Yap Theng Yu- R1989397

ScienTec Consulting Pte Ltd -11C5781

Our esteemed client in the IT industry is seeking a Business Analyst to join their dynamic team:

• Employment Type: 1-year renewable contract
• Position: Business Analyst
• Location: Central (Nearest MRT: Clarke Quay / City Hall)
• Working Hours: Monday to Friday, 8.30am to 6pm
• Salary Package: Up to $7,600 + Bonus

Job Responsibilities:

• Drive product outcomes by delivering data-driven insights and recommendations.
• Perform market analysis to identify problem areas and potential opportunities.
• Review existing solutions to uncover gaps, synergies, or areas for improvement.
• Conduct user research and interviews to support problem definition and solution development.
• Establish success metrics, track performance, and develop dashboards for monitoring.
• Analyze post-launch results to identify improvements and optimization opportunities.
• Assess the impact of proposed changes and evaluate resource requirements accordingly.

Job Requirements:

• Minimum a Diploma in Computer Science, Business or related discipline with at least 4 years of relevant working experience.
• Preferably have hands-on experience with configuration in ServiceNow, or be willing to take on hands-on responsibilities involving configuration of SaaS/COTS platforms (e.g., ServiceNow).
• Experience working end-to-end with product or project teams in delivering solutions.
• Able to work independently in a fast-paced environment and manage competing priorities effectively.

Ready to apply? Here’s how: 

• Click the APPLY button, or 
• Email your resume (in MS Word or PDF format) to adelin@intuitrecruitment.com. Include the job title in your email subject line for prompt processing. 

Only shortlisted candidates will be notified. 

By submitting your application, you consent to the collection and use of your personal data under Personal Data Protection Act (PDPA). 

Adelin Chong | EA Personnel Reg No.: R1875641 

Intuit Recruitment Pte Ltd | EA License No.: 25C2793 

We are looking for a motivated Business Analyst to support a live production system. This is a hands-on role that combines process analysis with day-to-daysystem support. You will work closely with stakeholders, understand how existing processes work, identify areas for improvement, and help keep the system running smoothly.

Key Responsibilities

•       Understand current processes through discussions, interviews, and data review

•       Identify gaps and recommend practical improvements to existing workflows

•       Work with stakeholders and vendors to define and document future-state processes

•       Produce clear process documentation using standard tools (e.g. Visio, Confluence, draw.io)

System Support& Operations

•       Handle L2 support tickets and perform basic system troubleshooting

•       Manage small enhancements and change requests from intake through to delivery

Requirements

Experience

•       Minimum 3 years of relevant experience with someone having experience working on or supporting a live production or operational system

•       Hands-on experience handling L2 support tickets or basic system troubleshooting

•       Familiarity with ticketing or ITSM tools (e.g. Jira, ServiceNow)

•       Exposure to Agile or ITIL practices

•       Basic SQL or data querying skills

•       Good communication skills — comfortable running meetings and writing requirements

The role sits within the Capital Markets Department and will support senior originators and syndicates in Debt Capital Markets.

Key Responsibilities

• Maintain and update data used in marketing material;
• Prepare pitching material for potential clients, undertaking relevant analysis, identifying relevant comps;
• Assist in developing market updating and indicative pricing to prospective issuers;
• Assist in transaction execution and taking a lead role in certain aspects thereof;
• Liaise with other desks within the bank to furnish the ad-hoc internal works.
• Other ad-hoc projects and works as required by the manager.

Requirements

• 1-2 years of relevant experience
• Min Degree holder
• Good team player and strong interest in the capital markets
• Highly detailed-oriented, self-motivated and fast learner;
• Ability and dedication to meet strict deadlines;
• Proficient in MS Excel and PowerPoint

• 4–5 years of experience preffered
• Experience working on digital projects, digital transformation initiatives, or customer-facing digital platforms.
• Banking or financial services industry experience is preferred.
• Experience in requirements gathering, analysis, documentation, and stakeholder management.
• Familiarity with Agile/Scrum delivery methodologies.
• Experience preparing BRDs, FRDs, user stories, process maps, and use cases.
• Knowledge of UAT planning and execution.
• Strong analytical, problem-solving, and communication skills.

Job Responsibilities:

• Plan, execute, monitor, and control all technical aspects of projects.
• Lead or contribute to new system/network infrastructure setups or upgrades.
• Support operational systems in line with contractual Service Level Agreements (SLAs).
• Conduct routine preventive maintenance and manage operational activities efficiently.
• Prepare comprehensive project documentation and reports.
• Troubleshoot and resolve technical issues promptly.

Requirements:

• Strong knowledge of Windows Server OS and Linux OS; experience in virtualized environments is a plus.
• Hands-on experience with virtualization, hypervisors, and the Nutanix platform is an advantage.
• Understanding of VPNs and firewall appliances is beneficial.
• Familiarity with network switches and routers is preferred.

Employment Type: 2-year contract (renewable)

Clearance: MSD security clearance required

Working Days/Hours: Mon-Fri, 8.30am-6pm

Location: West side, Ang Mo Kio (roving)


Scope of services

• Perform Asset Management of Infrastructure and Computing Devices

• Provide computer support services (Troubleshooting, patching, configuration, testing and maintenance) for any supported software and hardware.

• Work with 3rd parties vendors

• Provide Training, Coaching and Orienting users on how to use computer devices.

• Be responsible for completing assigned tasks on time and to the satisfaction of the users.

• Must be able to handle helpdesk duties.

Requirements:

• Candidate must possess at least a Higher Nitec in IT related qualification/Diploma in IT

• Fresh candidate with related IT Cert can be considered but must be proficient in Microsoft Words/Excel/Outlook.

• 1-2 years’ experience in similar capacity Technical Skills and experience supporting Computing Devices

• Able to support helpdesk in client's HQ

• Computing Devices Platform Supported : Windows, IOS and Android

• Professional competencies that include:
• Ability to work without supervision
• Good communication skills
• Pro-activeness and Initiative
• Ability to multitask
• Good at problem solving
• Customer service

Summary of Job Description

To provide support to the overall Hospital Information System (HIS) and its integration with other clinical & business systems by providing in-depth technical skills to analyse, evaluate, propose and implement ideal solutions to achieve business objectives.

Key Responsibilities

• Collaborate with business users to gather, define and analyse requirements. Recommend and/or design technical solution for business requirements (including providing the necessary configuration setup), hands-on deployment and document the overall solution / workflow.
• Strong communication skills, including the ability to convey ideas clearly, actively listening to the stakeholders, providing constructive feedback, and fostering understanding and collaboration within the team, users and vendors.
• Work closely with vendors to test and validate their delivery as well as support business users in the User Acceptance Test.
• Manage the end-to-end project implementation together with internal and external teams, i.e: Business Users, IT-PM, Infrastructure, Infor Security, Vendors.
• Provide 24x7 production support and troubleshooting together with internal and external users and vendors when required.
• Undertake ad-hoc assignments and responsibilities that may be assigned from time to time.
• Self-driven individual who is able to work independently as well as in a team.

Requirements

• Degree in Computer Science, Software Engineering, Management Information Systems or equivalent.
• Having 4 or more years of hands-on working experience in a system / application analyst or similar role, preferably in the healthcare industry.
• A self-starter who is assertive, independent and can work on multiple concurrent projects.
• Must be able to handle multiple simultaneous tasks and to prioritize multiple requests.
• A service-oriented team player with keen eye on details and able to communicate both verbally and in writing with various groups.
• Initiates discussions with users or external groups to resolve issues.
• Successful track record in project management, user and vendor management.
• Understanding of Hospital Information System (HIS) application and workflow is preferred.
• Hands-on experience with Structured Query Language (SQL) would be an added advantage.

ROLE SUMMARY

We are seeking a Senior Business Analyst with deep functional expertise in Trade Finance and Supply Chain Finance (SCF) to lead requirements, solutioning and functional delivery on global product builds and bank implementations. The role sits at the intersection of banking business knowledge and software product engineering: eliciting and shaping requirements, translating complex trade and SCF business processes into product capabilities and configurations, and steering functional delivery from discovery through UAT and go-live. The ideal candidate has built and implemented global trade / SCF products within an IT product or services organisation, and can engage credibly with bank business heads, operations and technology teams alike.

KEY RESPONSIBILITIES

• Requirements & functional analysis — lead elicitation, analysis and documentation of business and functional requirements; produce BRDs/FRDs, user stories, process flows, use cases and data mappings for trade and SCF products.

• Domain solutioning — translate documentary trade, guarantees, supply chain finance, factoring, receivables/payables finance, risk participation and syndication processes into product capabilities, configurations and gaps/customisations.

• Product build — work with product management and engineering to define and refine global product features; contribute to product backlog, prioritisation, configurability vs. customisation decisions and roadmap inputs.

• Implementation & rollout — support multi-country, multi-wave bank implementations; lead functional fit-gap, solution design workshops, product walkthroughs and configuration definition across cloud and on-premises deployments.

• Interface & data analysis — define functional requirements for interfaces (e.g. SWIFT, AML/sanctions screening, accounting/GL, limits & collateral, FX), data migration mappings and reconciliation rules.

• Testing & quality — author and review functional test scenarios, support SIT/UAT, triage defects, and own functional sign-off and exit criteria.

• Stakeholder management — facilitate workshops with bank business, operations, compliance and technology stakeholders; manage scope, decisions log, RAID and traceability; present to functional SteerCos.

• Regulatory & compliance alignment — ensure solutions reflect trade-specific regulatory, AML/sanctions, and bank policy requirements; align to standards such as URC, UCP, URDG, ISP and ICC rules where relevant.

• Knowledge leadership — act as functional SME and mentor junior BAs; build reusable functional assets, question banks and accelerators.

REQUIRED EXPERIENCE & QUALIFICATIONS

• 12–15 years in business analysis with significant depth in Trade Finance and Supply Chain Finance.

• Experience within an IT / software organisation building or implementing global trade / SCF products (not solely in-bank operations).

• Proven delivery across the full lifecycle — discovery, requirements, solution design, configuration, UAT and go-live.

• Exposure to both cloud and on-premises product implementations.

• Bachelor's or Master's degree; trade finance / banking certifications (e.g. CDCS, CITF, CSDG, CTFP) and/or business-analysis certification (CBAP) are an advantage.

FUNCTIONAL & TECHNICAL COMPETENCIES

Domain

Required competencies

Trade finance

Documentary credits (LC), collections, guarantees & standby LCs, bills, reimbursements; ICC rules (UCP 600, URC 522, URDG 758, ISP98); trade-based AML & sanctions screening

Supply chain finance

Payables finance / reverse factoring, receivables finance, factoring, dynamic discounting, distributor & dealer finance, invoice financing, onboarding & programme structures

Risk participation & syndication

Funded & unfunded risk participation, asset distribution, syndication, limits, collateral and exposure management (desirable / strong plus)

Business analysis

Requirements elicitation, BRD/FRD authoring, user stories & acceptance criteria, process modelling (BPMN), use cases, gap analysis, traceability, RAID & decisions logs

Product & delivery

Product configuration, fit-gap analysis, backlog management, agile (Scrum/Kanban), UAT planning & defect triage, exit criteria & functional sign-off

Interfaces & data

Functional specs for SWIFT (MT/MX, ISO 20022), AML/sanctions, accounting/GL, FX, limits; data migration mapping & reconciliation rules

Tooling

Jira, Confluence, Visio / draw.io, advanced Excel; SQL for data analysis (desirable); test management tools

Soft skills

Workshop facilitation, stakeholder management, executive communication, structured documentation, cross-cultural onshore/offshore collaboration

DESIRABLE / DIFFERENTIATORS

• Hands-on experience with a leading trade / SCF product platform (e.g. iGTB / Intellect, Finastra, Surecomp, CGI, or equivalent).

• Experience on multi-country bank trade back-office implementations across APAC and international branches.

• Familiarity with digital trade, ESG-linked SCF, and emerging trade-digitisation standards (e.g. MLETR, electronic documents).

• Exposure to data migration, cutover planning and reconciliation on trade/SCF migrations