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Senior Data/ML Engineer (AWS)
capstoneintegratedsolutions
WorldwideRemote1w ago
- Seniority
- Senior
About the role
<p><strong><em><span data-contrast="auto">Capnexus</span></em></strong><span data-contrast="auto"> is a comprehensive services provider. Our team consists of outstanding professionals, highly experienced in designing, building, and supporting retail software. We see ourselves as a build-as-a-service provider who follows a repeatable business pattern that can be applied to a variety of platforms and verticals. Having a culture built on outcomes and delivery at the core of the business, Capnexus is providing its customers with a complete suite of services for software development, system analysis, integration, implementation, and support, as well as the option to engage a single team to perform all the services they require.</span><span data-ccp-props="{"335559739":120}"> </span></p>
<p><strong><span data-contrast="auto">Who You Are and What You'll Do:</span></strong><span data-ccp-props="{"335559738":120,"335559739":60}"> </span></p>
<p><strong><em><span data-contrast="auto">Capnexus</span></em></strong><span data-contrast="auto"> is looking for a highly skilled </span><strong><span data-contrast="auto">Senior AWS Data/ML Engineer</span></strong><span data-contrast="auto"> to lead data architecture, pipeline development, and data integrations. This is an exciting opportunity to apply advanced cloud data engineering skills on a platform that leverages generative AI to automate and modernize enterprise workflows.</span><span data-ccp-props="{"335559739":120}"> </span></p>
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<p class="font-claude-response-body break-words whitespace-normal leading-[1.7]"><strong>Responsibilities:</strong></p>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Participate in data discovery workshops to inventory source systems including property management platforms, marketing channels, and CRM data, and translate findings into data lake architecture requirements.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Design and implement a multi-zone enterprise data lake on Amazon S3 (raw, conformed, enriched, aggregated) with ingest, cleansing, and business layers aligned to the SOW architecture.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Build batch and streaming data ingestion pipelines using AWS Glue, Amazon Kinesis, and AWS Data Pipeline across CDP, marketing, and property management data sources.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Implement data transformation and orchestration frameworks using AWS Glue ETL and AWS Step Functions, including AWS Glue Data Catalog for metadata management and discovery.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Configure Amazon Athena for serverless SQL querying across the data lake; support QuickSight integration with curated data sets for business analytics.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Develop and deploy ML models on Amazon SageMaker for lead scoring, predictive maintenance, intelligent underwriting risk scoring, and AI-powered audience segmentation.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Integrate Amazon Bedrock foundation models to enable generative AI capabilities including customer profile enrichment, hyper-personalization, and intelligent marketing automation.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Use Kiro CLI to accelerate AI-assisted development workflows, spec-driven pipeline implementation, and automated code generation tasks.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Design and implement entity resolution pipelines using Amazon Entity Resolution to identify, deduplicate, and merge customer records into unified golden records.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Implement real-time and batch data synchronization pipelines between source systems and the Customer Data Platform (CDP).</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Support Azure data lake migration: conduct discovery, assess schemas and transformation logic, provision AWS target environments, execute migration via AWS DataSync, and perform data validation and reconciliation.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Implement data lake security using AWS Lake Formation, including row-level security and column-level encryption.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Build and maintain data models to support Customer 360 views, ML feature stores, and executive analytics dashboards.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Ensure data quality, validation, and integrity across all pipeline stages and ML model outputs; support UAT for data-dependent features.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Collaborate with Full Stack, DevOps/MLOps, and AWS engagement teams; contribute to architecture documentation, pipeline runbooks, and data governance documentation.</li>
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<p class="font-claude-response-body break-words whitespace-normal leading-[1.7]"><strong>Qualifications:</strong></p>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">5+ years of data engineering or ML engineering experience, with at least 2+ years in AWS cloud environments.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Strong proficiency in Python and SQL; experience with AWS data services including S3, Glue, Athena, Kinesis, and Step Functions.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Hands-on experience with Amazon SageMaker for model development, training, tuning, and endpoint deployment.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Working knowledge of Amazon Bedrock for integrating and applying foundation models in production-grade pipelines.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Experience designing and implementing multi-zone data lake architectures on Amazon S3, including lifecycle policies and Lake Formation governance.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Familiarity with Kiro CLI or comparable AI-assisted/agentic development tooling.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Experience with entity resolution, deduplication, or master data management concepts and tools.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Solid understanding of data modeling, feature engineering, data quality practices, and ML integration testing.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Experience with AWS Lambda and AWS Step Functions for serverless workflow orchestration.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Familiarity with Amazon API Gateway for exposing data services and model endpoints.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Strong analytical, problem-solving, and communication skills; comfortable working in Agile/Scrum teams alongside AWS Professional Services.</li>
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<p class="font-claude-response-body break-words whitespace-normal leading-[1.7]"><strong>Nice to Have:</strong></p>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Experience with Azure Data Lake, Azure Data Factory, or Azure Synapse — particularly in cloud-to-cloud migration contexts.</li>
</ul>
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<ul class="[li_&]:mb-0 [li_&]:mt-1 [li_&]:gap-1 [&:not(:last-child)_ul]:pb-1 [&:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3">
<li class="font-claude-response-body whitespace-normal break-words pl-2">Familiarity with Amazon Entity Resolution for customer identity and deduplication use cases.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Experience with MLOps practices including model monitoring, drift detection, and automated retraining on SageMaker.</li>
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<ul class="[li_&]:mb-0 [li_&]:mt-1 [li_&]:gap-1 [&:not(:last-child)_ul]:pb-1 [&:not(:last-child)_ol]:pb-1 list-disc flex flex-col gap-1 pl-8 mb-3">
<li class="font-claude-response-body whitespace-normal break-words pl-2">Experience with LLM prompt engineering, RAG architectures, or fine-tuning workflows on Amazon Bedrock.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Knowledge of Amazon QuickSight for analytics dataset preparation and embedded dashboard development.</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">AWS Certification (Machine Learning Specialty, Data Analytics Specialty, or Solutions Architect).</li>
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<li class="font-claude-response-body whitespace-normal break-words pl-2">Background in real estate, property management, marketing technology, or insurance industries.</li>
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<p><strong><span data-contrast="auto">"Our Culture":</span></strong><span data-ccp-props="{"335559738":120,"335559739":60}"> </span></p>
<p><span data-contrast="auto">At Capstone, the central principles that we all adhere to, and the glue that holds us together, are our keystones. Our four keystones are:</span><span data-ccp-props="{"335559739":60}"> </span></p>
<p><strong><span data-contrast="auto">"A Customer Obsessed, Delivery Focused, Culture"</span></strong><span data-ccp-props="{}"> </span></p>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="1" data-aria-level="1"><span data-contrast="auto">We’re driven to exceed our customers’ expectations by listening, leading, solving problems, and delivering what we promise</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="2" data-aria-level="1"><span data-contrast="auto">We aim to be the most dependable and trusted partner serving our customers. TRUST = CONSISTENCY x TIME</span><span data-ccp-props="{}"> </span></li>
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<p><strong><span data-contrast="auto">"A Culture of Learning and Sharing"</span></strong><span data-ccp-props="{}"> </span></p>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="3" data-aria-level="1"><span data-contrast="auto">We value “Lifetime Learners”; those who are hungry, competitive, curious, and self-motivated in their pursuit of knowledge.</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="4" data-aria-level="1"><span data-contrast="auto">Personal and professional growth depends on teamwork and continuous learning. By sharing knowledge, skills, ideas, and effort, we benefit our customers, ourselves, and our communities.</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="5" data-aria-level="1"><span data-contrast="auto">We recognize that the thoughts, feelings, and backgrounds of others are as important as our own. Everyone has something to learn and everyone has something they can teach.</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="6" data-aria-level="1"><span data-contrast="auto">Knowledge and ability are valued. Sharing knowledge and helping others learn new capabilities is valued exponentially.</span><span data-ccp-props="{}"> </span></li>
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<p><strong><span data-contrast="auto">"A Culture of Growth and Scalability"</span></strong><span data-ccp-props="{}"> </span></p>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="7" data-aria-level="1"><span data-contrast="auto">Growth comes from not establishing barriers in your role. “Cross functional skill sets are valued and help us deliver to our customers in a truly agile fashion. It comes with understanding that when asked to do something new, you will need support, have questions, and make some mistakes along the way.</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="8" data-aria-level="1"><span data-contrast="auto">The most elegant solution is a simple solution. Simple doesn’t mean easy. It’s often more difficult to break a complex problem down into simple, scalable terms. We don’t appreciate, or value, over architected solutions or superfluous coding.</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="9" data-aria-level="1"><span data-contrast="auto">Time is one of our most precious commodities. Scalability implies being respectful of this and passionate about making the most efficient use of each and every one of our team members time.</span><span data-ccp-props="{}"> </span></li>
</ul>
<p><strong><span data-contrast="auto">"All Work is Strategic"</span></strong><span data-ccp-props="{}"> </span></p>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="10" data-aria-level="1"><span data-contrast="auto">No matter how small a project or assignment appears, every single engagement is an opportunity for us to prove ourselves, build trust, and develop relationships that last and grow</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="11" data-aria-level="1"><span data-contrast="auto">Every task, interaction, and commitment matters</span><span data-ccp-props="{}"> </span></li>
</ul>
<ul>
<li data-leveltext="o" data-font="" data-listid="3" data-list-defn-props="{"335552541":1,"335559685":1080,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"o","469777815":"hybridMultilevel"}" data-aria-posinset="12" data-aria-level="1"><span data-contrast="auto">Big or small, we execute our plans and strategies with focus, commitment, and passion</span><span data-ccp-props="{}"> </span></li>
</ul>
<p><span data-ccp-props="{}"> </span></p>
<p><strong><span data-contrast="auto">We offer:</span></strong><span data-ccp-props="{"335559738":120,"335559739":60}"> </span></p>
<p><span data-contrast="auto">Job Type: Full-time, 1099</span><span data-contrast="auto"><br></span></p>
<p><strong><span data-contrast="auto">Benefits:</span></strong><span data-ccp-props="{"335559738":120,"335559739":60}"> </span></p>
<ul>
<li data-leveltext="•" data-font="" data-listid="2" data-list-defn-props="{"335552541":1,"335559685":720,"335559991":360,"469769242":[8226],"469777803":"left","469777804":"•","469777815":"hybridMultilevel"}" data-aria-posinset="33" data-aria-level="1"><span data-contrast="auto">Remote work</span><span data-ccp-props="{}"> </span></li>
</ul>
<p><span data-ccp-props="{}"> </span></p>
<p><strong><em><span data-contrast="auto">Capnexus</span></em></strong><span data-contrast="auto"> is an equal opportunity employer. We embrace and celebrate diversity and are committed to creating an inclusive and safe environment for all employees. Experience comes in many forms, and we’re dedicated to adding new perspectives to the team. We encourage you to apply even if your experience doesn’t perfectly align with what we have listed. We look forward to hearing from you.</span><span data-ccp-props="{"335559739":120}"> </span></p>
<p><strong><span data-contrast="auto">No Agencies Please!</span></strong><span data-ccp-props="{}"> </span></p>
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