
Senior Data Engineer Architect
1 day ago
Job Title: Senior Software Architect - Data Engineering
Job SummaryWe are seeking an experienced Senior Software Architect to lead our data engineering efforts. This individual will be responsible for designing and building a scalable data pipeline using Apache Beam and Databricks.
About the RoleThis is a critical position that requires a deep understanding of data processing, architecture, and software engineering principles. The successful candidate will have experience with high-throughput integrations, API engineering, and secure handling of sensitive data.
- Design and build a shared component library/SDK for pipelines: ingestion, parsing/OCR, extraction (RegEx now, LLM/SLM later), validation, enrichment, publishing.
- Define patterns/templates for Apache Beam pipelines and Databricks jobs; standardize configuration, packaging, versioning, CI/CD, and documentation.
- Create pluggable interfaces so multiple teams can swap extractors (Regex/LLM), OCR providers, and EMR publishers without code rewrites.
- Define repo strategy - shared/child repos for each use case
- Own end-to-end profiling and tuning: cProfile/py-spy/line_profiler, memory (tracemalloc), CPU vs I/O analysis.
- Instrument services with Elastic APM and correlate traces/metrics with Splunk logs; build dashboards and runbooks.
- Implement concurrency best practices: asyncio for I/O-bound, ThreadPool/ProcessPool for CPU-bound, batching, rate limiting, retries, etc.
- Implement robust LLM API rate limiting/governance: enforce provider TPM and concurrency caps, request queueing/token budgeting, and emit APM/Splunk metrics (throttle rate, queue depth, cost per job) with alerts.
- Establish SLOs/alerts for throughput, latency, error rates; set up DLQs and recovery patterns.
The ideal candidate will possess:
- 7+ years Python with strong depth in performance and concurrency (asyncio, concurrent.futures, multiprocessing), profiling and memory tuning.
- Observability expertise: Elastic APM instrumentation and dashboarding; Splunk for logs and correlation; OpenTelemetry familiarity.
- Must have implemented LLM based solutions and supported them in production
- API engineering for high-throughput integrations (REST, OAuth2), resilience patterns, and secure handling of sensitive data.
- Strong architecture/design skills: clean interfaces, packaging shared libs, versioning, CI/CD (GitHub Actions/Azure DevOps), testing.
- 3+ years building large-scale data pipelines with Apache Beam and/or Spark, including hands-on Databricks experience (Jobs, Delta Lake, cluster tuning).
- Document processing: OCR (Tesseract, AWS Textract, Azure Form Recognizer), PDF parsing, text normalization.
- LLM/SLM integration experience (e.g., OpenAI/Azure AI, local SLMs), prompt/eval frameworks, PII redaction/guardrails.
- Cloud and tooling: AWS/Azure/GCP, Dataflow/Flink, Terraform, Docker; cost/performance tuning on Databricks.
- Security/compliance mindset (HIPAA), secrets management, least-privilege access.
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