Data Solutions Architect Resume Sample
Maiya Kuphal
204 Reid Meadows,
Dallas,
TX
+1 (555) 633 2426
Work Experience
Senior Data Solutions Architect
06/2015
-
PRESENT
Dallas, TX
- Provides senior level technical consulting to application development teams during application design and development for highly complex or critical projects
- Leads the organization's review of MDM tools and techniques to improve data management for the enterprise
- Develops MDM policies and procedures, ensuring that they are accurately documented and meet compliance requirements
- Collaborates with IT to ensure master data processes are aligned with enterprise business needs and evolving changes and implemented appropriately
- Partners with other ISG team members and business leaders to formulate BI technology strategy
- Builds the strategy, designs frameworks and guides implementation
- Provides direction related to creation of next generation reporting and analytics platform (traditional data warehouse and big data technologies)
- Helps business partners develop strategies that maximize the value of data
Big Data Solutions Architect
10/2012
-
04/2015
Boston, MA
- Responsible for medium to large-scale Planning, budgeting and forecasting Solutions Master Data architecture projects (duration >1y, budget >$ 1mil.) in line with FP&A’s long-term strategies/objectives - during project course indirect responsibility of involved project members (for transformational changes)
- Relevant operational experience in clinical data management and proven knowledge of good data management practices
- Experience with CDISC standards (SDTM, CDASH, define.xml, Etc.) is required
- Excellent communication skills and responsiveness to interact with a multidisciplinary cross-divisional project team and with any other parties involved
- Reliable, able to anticipate and to address risks
- Learns fast, open to suggestions and other people's ideas
- Flexible and able to adapt
- Professional experience in data/database management, data science or a related field
Data / Solutions Architect
01/2007
-
07/2012
New York, NY
- Proactively collaborate with other Global/Regional IT Teams in the definition and implementation of innovative BigData digital solutions, managing spending, implementing change, and overseeing the understanding of requirements, the functional analysis and technical implementation, in line with the guidelines defined by the manager and with internal procedures
- Understand business needs and support business stakeholders in the definition of initiative’s costs/benefits analysis, in the prioritization of activities and in the identification of requirements, in cooperation with other IT functions and in line with GD&BT global strategies and plans
- Collaborate with the IT Infrastructure & Communication team to oversee the evolution of the IT Architecture and Services in the BigData / Advanced Analytics area
- Coordinate project team members involved in the different project’s phases (needs/opportunities analysis, systematization of requirements, technical feasibility analysis, application development, testing, delivery, change management support), both internal and external (consultants, suppliers, etc)
- Ensure the monitoring and control the project’s implementation progress, the timing and costs, the quality of the delivered results, evidencing possible critical issues and managing corrective actions
- Responsible to design IT solutions that are aligned to global business architecture and guidelines, while fulfilling business needs and requirements
- Support the Global Business Process VP in the budget process for the area of responsibility
- Support business and technology innovation that drives the organization's top and bottom lines
- Detail potential competitive threats from external challenges that are generally considered outside of your traditional realm of competition
Education
St. Lawrence University
2002 - 2007
Bachelor's Degree in Computer Science
Professional Skills
- Excellent knowledge and experience of advanced analytical skills, including machine learning using supervised and unsupervised techniques
- Demonstrated strong negotiation, problem-solving and analytical skills
- Strong writing skills and clear communication
- Excellent Java or comparable language (C/C++, Groovy, Scala, Python) programming skills
- Experience in senior technical relationship and leadership skills
- Strong programming ability, including experience programming in one or more programming languages
- Demonstrated strong working relationships with DBA, ETL, and BI teams in developing and implementing new data warehouses, data marts, etc
How to write Data Solutions Architect Resume
Data Solutions Architect role is responsible for java, modeling, leadership, training, retail, integration, database, recruiting, security, architecture.
To write great resume for data solutions architect job, your resume must include:
- Your contact information
- Work experience
- Education
- Skill listing
Contact Information For Data Solutions Architect Resume
The section contact information is important in your data solutions architect resume. The recruiter has to be able to contact you ASAP if they like to offer you the job. This is why you need to provide your:
- First and last name
- Telephone number
Work Experience in Your Data Solutions Architect Resume
The section work experience is an essential part of your data solutions architect resume. It’s the one thing the recruiter really cares about and pays the most attention to.
This section, however, is not just a list of your previous data solutions architect responsibilities. It's meant to present you as a wholesome candidate by showcasing your relevant accomplishments and should be tailored specifically to the particular data solutions architect position you're applying to.
The work experience section should be the detailed summary of your latest 3 or 4 positions.
Representative Data Solutions Architect resume experience can include:
- Strong experience using Cloudera Enterprise on Microsoft Azure, Linux/UNIX Commands, Hive, Pig, Impala
- Strong experience using Relational & non-relational, NoSQL and HBase databases
- Strong experience using Agile, Scrum methodology
- Proven experience in managing matrixed teams and stakeholder relationships which include the Client/Customer
- Strong experience using Business Objects
- Experience in data transformation designing, reviewing, implementing and optimizing data transformation processes in the Hadoop and Trifacta ecosystems
Education on a Data Solutions Architect Resume
Make sure to make education a priority on your data solutions architect resume. If you’ve been working for a few years and have a few solid positions to show, put your education after your data solutions architect experience. For example, if you have a Ph.D in Neuroscience and a Master's in the same sphere, just list your Ph.D. Besides the doctorate, Master’s degrees go next, followed by Bachelor’s and finally, Associate’s degree.
Additional details to include:
- School you graduated from
- Major/ minor
- Year of graduation
- Location of school
These are the four additional pieces of information you should mention when listing your education on your resume.
Professional Skills in Data Solutions Architect Resume
When listing skills on your data solutions architect resume, remember always to be honest about your level of ability. Include the Skills section after experience.
Present the most important skills in your resume, there's a list of typical data solutions architect skills:
- Excellent communication/relationship skills combined with teamwork attitude
- Knowledge of NoSQL and prior experience working with NoSQL databases like Hbase and Cassandra
- Leadership skills and ability to work with interfunctional and international teams
- Superior critical thinking, written, and oral communication skills required
- Experience developing and implementing data integration and DW solutions in a SQL Server 2005/2012 database environment
- Experience working with high volume data exchange and transaction processing systems
List of Typical Experience For a Data Solutions Architect Resume
1
Experience For Big Data Solutions Architect Resume
- Ablility to consolidate, validate and cleanse data from a vast range of sources – from applications and databases to files and Web services
- Experience in Agile BI delivery within the financial industry
- Quite often they also need to have experience in big data solutions like Impala, Oozie, Mahout, Flume, ZooKeeper
- Experience with the Hadoop stack (e.g. Cloudera, Hortonworks, MapReduce, Sqoop, Pig, Hive, Hbase, Flume)
- Researching and evaluating new and improved ways of distributing data to client’s internal systems, partners, and 3rd party service providers
- Establishing and promoting best practices for distributing data in a secure and efficient manner
- Leading client pursuits by undertaking end to end ownership of reactive (RFX based) and proactive initiatives
- Designing solutions for distributing data in new formats or to new channels as opportunities arise
- Consulting colleagues and business partners with regard to technical questions
2
Experience For Senior Data Solutions Architect Resume
- Understanding of big data platforms technologies (MapReduce / Hadoop)
- Familiar with alarming, logging and monitoring technologies (Zabbix, SOLR, Elastic Search, Kibana and Logstash)
- Participate in business development activities, including proposal writing, sales meeting attendance, and industry conference participation
- Conduct and lead client workshops consisting of activities like use case elaboration, white boarding sessions, architecture blueprinting, etc
- Fundamental knowledge in system programming and scripting (C, C++, Python, Ansible, shell, … etc)
3
Experience For Data & Solutions Architect Leader Resume
- Champion Cognizant’s Business platforms strategy by evangelizing Cognizant’s platform solutions and creating revenue generation opportunities
- Assess data structure of existing databases and implement restructuring as needed
- Expert understanding of data warehousing and business intelligence principles
- Consult on business-facing programs and large projects, and maintain knowledge of their progress
- Work with the enterprise program management office on reporting program and large project status, issues, risks and benefits
- Contributes to Conceptual data architecture solution, Estimation and contributes to the project planning sessions for medium to high complex projects
- Develop and document Domain and Enterprise Architecture patterns, strategies, and platforms, with a focus on component, logical, and system modeling
4
Experience For Principal Data Solutions Architect Resume
- Perform development tasks as required working from requirements documentation, use cases, wire frames, technical models, and other related materials
- Leading development teams
- Knowledge of Trifacta Data Wrangling
- Quota-carrying technical sales resource to advance Dell’s Big Data solutions and offers presence in the respective region
- Hunt and develop customer opportunity and recommend/sell Dell’s Big Data solutions spanning industry and research
- Focused on driving in-country/regional sales plan for the Big Data solutions portfolio
- Evaluates and selects the appropriate technology for Machine Learning
- Data masking from audit trails from ete
- Own the complete solution in the form of architecture, implementation planning, proposal defense and SOW closure
5
Experience For Data / Solutions Architect Resume
- Enable Cognizant’s push towards Digital by creating data-driven digital solutions jointly with rest of Cognizant’s digital ecosystem
- Design solutions to be optimal for reporting, analytics, and dashboards
- Propose technical solutions used for descriptive analytics, ETL, predictive modeling, and prescriptive real-time decisions analytics
- Lead the technical design, development, testing, implementation, and support of assigned pilot initiatives
- Assist development teams in migrating applications into Azure
- Document solution architecture using current tools and methodologies (typically derivations of UML diagrams in Visio)
6
Experience For Hyperion Data Solutions Architect Resume
- Customer success by lending technical and program management expertise in critical engagements
- Practice enablement in the form of thought leadership and building new solutions in conjunction with wider Cognizant teams and our partner ecosystem
- Define big data strategy and analysis using relevant technologies and trends in the analytics sector
- Work with stakeholders involved in business technology strategy and innovation to develop an IT investment roadmap
- Work with enterprise architecture to define a clear plan and governance for ensuring the business architecture work is in lock step with the other enterprise architecture viewpoints
- Work on enterprise architecture development, including business architecture, information architecture, application portfolio and technical architecture
- Develops recommendations on process improvements
- Provides in-depth identification and resolution of information flow and content issues
- Creation and execution of test/use cases in IST (and possibly UAT)
7
Experience For Big Data Solutions Architect / Developer Resume
- Adherence to all aspects of Bank-created processes
- Accountable for solution transition to the Application Support area including post-implementation overlapping support, and continual environment assessment and capacity planning
- Manage Guidelines and Best Practices for data modelling and database server and query optimisation
- Performs a key management & thought leadership role in the areas of advanced data techniques, including data modelling, data analytics, data access, data integration, data visualization, database design & implementation
- Advises the FSE leadership on adopting and/or transitioning to Big Data patterns of data management
8
Experience For Data Solutions Architect Lead-VP Resume
- Knowledge of networking (TCP/IP, routing protocols and principles)
- Collaborate with FSE leadership & software development teams to devise appropriate data strategies
- Experience in commercial IT and a proven track record with Strategy & Architecture engagements either within a consultancy or large corporate environment. We are looking for candidates with at least 2 years of working experience with big data ecosystem technologies
- Determines database structural requirements by analyzing business units’ operations, applications, requirements and objectives while evaluating current systems and proposing upgrades, enhancements and/or new systems
- Creates data quality plans and metrics for multiple data sets and business units to ensure a high level of data quality through the data’s lifecycle
- Meet with executive staff, work hands on as needed, and have ownership of the project
- Help develop, implement, and steer the direction for the enterprise data architecture
9
Experience For Data Solutions Architect Resume
- Oversee and manage tasks related to the definition of MDM data architecture, physical data architecture and models, standards, logical data models, metadata, semantics, data profiling, object resolution and definitions
- Lead projects with multiple MDM related technology tools
- Knowlege of Application layer protocols and how they work (DNS, RADIUS, LDAP, … etc.)
- Knowledge of Network and Cyber Security (Firewall, DPI, DDoS prevention, ...etc.)
- Knowledge of Big Data technologies (Hadoop, Hive, Spark, StreamSets, ... etc)
- Fundamental knowledge in Linux system (Ubuntu, RedHat, CentOS or equivalent)
- Work in agile/DevOPs environment
- Drive “how” to build solutions optimizing techniques and methods for development speed and consistency by applying knowledge of the business unit, industry standards, technical architecture, and emerging technologies
- Lead a discovery phase for new projects
10
Experience For Big Data Solutions Architect Resume
- Design critical functionality of applications
- Work with business to understand end user needs and future business direction
- Contribute to technology roadmap
- Support and contribute to Architecture Repository
- Provide vision and leadership to define the core technologies necessary to meet client needs including: development tools and methodologies, package solutions, systems architecture, security techniques, and emerging technologies
- Estimate project costs, timelines and resource requirements for technical design, development, and testing
- Participate in planning and strategy engagements
List of Typical Skills For a Data Solutions Architect Resume
1
Skills For Big Data Solutions Architect Resume
- Experience in Data warehousing experience
- Experience with client communications experience
- Able to consolidate, validate and cleanse data from a vast range of sources - from applications and databases to files and Web services
- Working experience on Agile & Scrum methods
- Experience designing and developing data architecture solutions including big data architecture and analytic solutions
2
Skills For Senior Data Solutions Architect Resume
- Experience developing and documenting architecture and technology standards, and establishing consensus across functional lines
- Experience with statistical modeling / data analysis, including data manipulation, preferably using SQL Data Warehouse, SSRS
- Two years of experience acting as a lead for data analysis and modeling activities working with business customers
- Experience designing data analytic solutions on big data technologies including Hadoop, MapReduce, Hive, Spark, Storm
- Experience defining strategy and delivering roadmaps
- Experience leading projects implementing big data analytic solutions
3
Skills For Data & Solutions Architect Leader Resume
- Experience in understanding of ETL, data engineering life cycle development and system design life-cycle
- Experience in gathering and comprehending customer business requirements
- Experience of solution design associated with data modeling, message modeling, and integration
- Demonstrated expertise in defining and implementing distributed enterprise component-based architecture and frameworks to support abstraction
- Experience in loading external data to Hadoop environments using tools like Spark, Sqoop, and Flume
- Experience in data mining, machine learning
- Creates detailed design, validate and communicate modeling solutions, including both relational and dimensional models
- Experience migrating large datasets into PostgreSQL
- Experience working with C-suite customer leadership, as well as development teams and engineers
4
Skills For Principal Data Solutions Architect Resume
- Experience working with C-suite customer leadership, as well as development teams and engineers
- Other programming experience such as R or Python also considered
- Experience with data warehousing tools (Netezza, SQL Data Warehouse)
- Healthcare Industry experience, preferably using standards such as X12, HL7, FHIR, etc
- A strong understanding of data analytics and visualization
5
Skills For Data / Solutions Architect Resume
- Experience with any of the following: Oracle, MySQL or PostgreSQL along with Java, Python, Scala or similar languages
- A good knowledge of operating systems
- A sound understanding of Financial services business with priority of Employee Benefits
- Hands on experience with Extraction Transformation and Load (ETL) tools (specifically SAP Data Services), data profiling tools and processes
- Experience with architecture design for large expandable solutions in data management, data processing, data architecture, or analytics
- Extensive data modeling experience and knowledge of both SQL and NoSQL systems (Cassandra, HBase, MongoDB, CouchDB, etc)
- Experience delivering full-lifecycle systems preferably with Open Source Big Data technologies (Hadoop, Hive, Cassandra, etc)
- Solution architecture experience and understanding of the use cases for which different open source tools can be leveraged
- Experience in with SCRUM and common agile practices such as pair programming, TDD, CD/CI is highly desirable
6
Skills For Hyperion Data Solutions Architect Resume
- Experience in developing Use Cases for Big Data
- Strong understanding of data lake approaches, industry standards and industry best practices
- Experience in developing middle-tier and backend components in enterprise applications on the .NET Framework
- Design and implement efficient and effective methods and processes to move data between applications and the data repositories using ODI and other tools
- Demonstrates a ‘can do’ mentality and is capable of working in a complex environment with a focus on delivery
- Experience with end-to-end solution architecture for data capabilities including
7
Skills For Big Data Solutions Architect / Developer Resume
- Experience with ELT/ETL development, patterns and tooling (Informatica, Talend)
- Experience with Machine Learning techniques and practices
- Knowlege and experience with at least one web app framework; Rails, Django, etc
- Demonstrated strategic and analytical approach
- Hands-on experience with Spark, Apache Beam, Airflow, Docker, and Kubernetes
- Practical experience with large environments such as SQL/DBMS and NoSQL, HBASE, Cassandra, and Elastic Search
- Development experience in the Amazon Web Service environment (Kinesis + Looker, Kinesis Firehose, Lambda, S3, IAM, and Athena)
- Development experience in the Google Cloud Platform environment (DataFlow, DataProc, DataStudio, Google Storage Transfer, Google Storage, and IAM)
8
Skills For Data Solutions Architect Lead-VP Resume
- Experience with the healthcare/wellness industry
- Experience in the Hadoop platform (such as Cloudera, Hortonworks, MapReduce, AWS/EMR and/or IBM BigInsights)
- Experience in the distributed cluster environment
- Experience with Hadoop
- Experience with Cassandra, MongoDB, Couch DB, etc
- Experience with analytical tools, languages, or libraries (e.g. SAS, SPSS, R, Mahout)
- Strong team player with the ability to collaborate and communicate with complex matrixed teams across the globe
9
Skills For Data Solutions Architect Resume
- Proven track record as a Solutions Architect for various Software solutions
- Experience in Oracle/SQL development
- Experience in Data architecture, Database and ETL development, support and operations
- Experience in an Agile Development Environment
- Experience in the distributed cluster environment
- Hands-on technical work with database technologies, applications, and experience with data modeling / database design
10
Skills For Big Data Solutions Architect Resume
- Establishing and promoting best practices leveraging and acting on data once ingested
- Researching and evaluating new and improved ways to ingest batch and streaming data from a variety of sources in a secure and efficient manner
- Establishing and promoting best practices for data ingestion needed to ensure data quality and processing efficiency
- Designing solutions for ingesting data in new formats or from new channels as opportunities arise
- Communicating & managing data & integration requirements across teams & vendors
List of Typical Responsibilities For a Data Solutions Architect Resume
1
Responsibilities For Big Data Solutions Architect Resume
- Strong background in database systems along with a strong knowledge of SQL is required
- Solid experience with Splunk, Hadoop, Teradata, MapReduce, Hive, SPARK, Kafka technologies
- Proven excellent people manager able to lead and motivate the project teams (on and off-shore)
- Proven experience with large data volume
- Consulting/solution delivery/engineering experience in Wireless/ Telecommunication/Cable or Enterprise market
- Two years of experience in a senior technical role as a data architect working on enterprise data repositories
- Excellent knowledge of architecture design, data modeling and implementation of big data platform architectures and analytics applications
- Extensive experience with data architecture and modeling
- Extensive experience with data modeling tools such as Power Designer, Erwin, ER Studio, Info-Sphere
2
Responsibilities For Senior Data Solutions Architect Resume
- Development experience with Cognos, SAS or other BI, analytics, and reporting tools
- Development experience of the Hadoop stack (e.g.Pig, Hive, HBase, MapReduce, Spark, Sqoop, Flume, Kafka and emerging technologies)
- Experience in data warehousing, operational data stores, and large scale architecture and implementation
- Good knowledge of Marketing and/or Sales processes and ability to identify and propose innovative IT solutions
- Experience in a consulting environment
- Experience in the following components of the Hadoop ecosystem: Hive, HBase, Spark, Scala, Storm, YARN, Flume, and/or Oozie
- Combined experience working with data hubs, data lakes, big data technologies
- Proven track record of building deep technical relationships with cross functional teams, individual contributors and executives
3
Responsibilities For Data & Solutions Architect Leader Resume
- Experience with four or more Big Data technologies such as Hadoop/EMR, Scoop, Kinesis, RedShift, Elasticsearch, Spark, Impala, Hive or Presto
- Experience with BI tools (Business Objects, Tableau) and other visualization (D3)
- Experience with Advanced Analytics (SAS, R)
- Experience with Graph and In-memory databases
- Experience with big data use-cases and Hadoop-based design patterns
- Development experience in big data Hadoop & analytics ecosystem space using JAVA, SCALA, PYTHON, etc
- Experience on system enhancements, migrations and conversions
- Experience with ETL & Data Quality tools such as Informatica, Talend and/or Pentaho
4
Responsibilities For Principal Data Solutions Architect Resume
- Enterprise Business Intelligence and Analytics experience (e.g. SAP, Oracle, Teradata)
- Hands-on experience with several big data tools (Sqoop, Hive, HDFS, Pig, Nifi, Kafka, HBase, Spark, Storm, Oozie, Mahout, Flume Ranger, Atlas, Knox, etc.)
- Extensive experience in a development area with hands on expertise in software development in various technology types (J2EE, .NET, etc.)
- Extensive experience with related/complementary open source software platforms and languages (e.g. Java, Unix, Linux, Apache, R/Python/Scala)
- Development experience with ETL tools Informatica, SSIS and DataStorage
- Development experience with Database (SQL, Oracle, Informix, MongoDB, DynamoDB, Cosmos DB and Teradata)
- Development experience with Tableau
- Experience with Agile delivery methodology, particularly Scrum and related tools
5
Responsibilities For Data / Solutions Architect Resume
- Experience in Big Data technologies in the Hadoop ecosystem - Hive, HDFS, MapReduce, Yarn, Pig, Oozie, HBase, Sqoop, Spark, etc
- Hands-on experience with Scala, Python or R
- An excellent collaborative architect and lead, able to take on aboard wide perspectives and influence positively and act as a lead and developer
- Experience with BigData as a developer/BA/technical or solution architect
- Proven ability to build and manage a team of data professionals who work directly with business data
- Experience in Data Ingestion, Streaming and Big Data technologies
- Experience with Azure cloud environment
- Knowledge of and experience with E-Commerce systems
- Understanding for how to link and integrate data across domains and blending semi-structured and structured data
6
Responsibilities For Hyperion Data Solutions Architect Resume
- Understanding of best practices for data lake and analytical architecture design
- Reviewing database schemas, data models, and architecture data
- Prototyping solutions for use cases
- Knowledge and usage of BI Tools (Tableau, PowerBI, etc.) including the data prepping and blending capabilities of each
- Data modeling, reverse-engineering, data integration, and profiling tools, e.g. ERwin, Embarcadero
- Expert knowledge of ETL processing and data-warehousing storage
- Providing solutions leadership. Ability to leverage knowledge and expertise in leading resources in the development of data solutions
7
Responsibilities For Big Data Solutions Architect / Developer Resume
- Developed data solutions utilizing agile development methodologies. Involving stakeholders and delivery time boxed business value incremental deliveries
- Technical knowledge of Cloud Computing patterns, DevOps methods, CI/CD automation practices and Microservices
- Adaptable, flexible, and willing to develop expertise in new software, and thrives a fast paced work environment
- Familiarity with common networking and security standards (e.g., CIDR, OAuth 2.0, etc.)
- Lead the design of Big Data Reference Architecture models for data ingestion, data processing, analysis and data science solutions
8
Responsibilities For Data Solutions Architect Lead-VP Resume
- Expert level of understanding of Structure Query Language (SQL)
- Expert level of understanding of relational database principles
- Identify and implement IT Solutions following approach based on agile prototype loops
- Be able to design Cassandra centric data models
- Be able to design and develop in Hadoop
- Help lead the evolution of the technical organization, including: new hire integration, career path evolution and planning, training and individual development, and solution center operating model
- Participate in business requirements sessions with client, internal business and technical resources
- Work with team members to identify, mitigate and resolve project issues and risks
9
Responsibilities For Data Solutions Architect Resume
- Lead technical architecture and design efforts
- Apply appropriate methodologies and techniques to solve complex business problems and technical challenges
- Lead the design of object and data models
- Conduct technical design and code reviews and walkthroughs with technical team members
- Review test plans and test cases
- Ensure quality with delivered technical solution and related documentation
- Establish measurable performance requirements
- Incorporate requirements for legacy systems integration and security requirements into design
- Manage application deployment and roll-out to production
10
Responsibilities For Big Data Solutions Architect Resume
- Help define the overall data warehouse architecture
- Work with external vendors and internal business and technology staff to accurately gather and interpret requirements, specifications, and database models to determine appropriate data warehouse development solutions
- Develop & document technical best practices for ETL-related activities including data movement, data aggregation, data quality, and data cleansing that support innovative and optimal data warehouse solutions
- Monitor and administer automated and manual data integration and ETL jobs to verify execution and measure performance; Build reports to audit, monitor & validate data warehouse jobs
- Mentor other Enterprise Data Management team members in the ETL tools, programs, processes, and best practices
- In-depth understanding of inner workings of one or more of the big data technologies like (but not limited to) Hadoop/Mapreduce, Hbase, Hive, Zookeeper，Splunk，Infosphere Streams etc.
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