Senior Data Engineer
4 days ago
We're standing up a new AWS-based data platform for a workers' insurance fund and need a hands-on Senior Data Engineer to own the entire pipeline stack end to end. Source data is messy CSVs; everything is batch for this phase. The mandate: land → clean → model (with SCD history) → load into Amazon Redshift, with productionized orchestration, monitoring, and basic
cost controls—all within a two-week window.
**Outcomes you'll deliver (within 2 weeks)**
* Ingestion layer: Robust S3 landing/raw/processed zone layout; Glue crawlers where useful; schema drift-tolerant ingestion for dirty CSVs.
* Transformations: PySpark/Spark and/or SQL jobs to cleanse/standardize data; conforming dimensions and facts for workers' comp domain.
* Historical tracking: Implement Slowly Changing Dimensions (Type 2) for key entities; maintain audit columns and metadata.
* Warehouse: Provision and tune Amazon Redshift (WLM/concurrency scaling/sort & dist keys) with core star/snowflake models.
* Orchestration: Productionized DAGs in Airflow (MWAA) or AWS-native orchestration to run batch pipelines on schedule.
* Monitoring: CloudWatch metrics, logs, and alarms for pipeline health and job failures.
* DR & backups: Cross-region replication for critical S3 buckets and Redshift snapshots.
* Cost controls: Budgets, cost allocation tags, and basic guardrails to prevent runaway spend.
* Docs & handoff: Runbooks, architecture diagram, and quickstart ops guide.
**Responsibilities**
* Own design and implementation of the end-to-end batch data pipeline on AWS.
* Stand up S3 + Glue + EMR/Spark + Athena + Redshift + Lake Formation components needed for secure, governed access.
* Author PySpark/Spark and SQL transformations; handle schema drift gracefully (e.g., optional columns, late-arriving fields).
* Model data for analytics in Redshift (dimensions/facts, SCD2, surrogate keys, snapshot tables as needed).
* Build and deploy DAGs in Airflow (or AWS-native orchestration) with retries, SLAs, and notifications.
* Implement CloudWatch logging/metrics and alerting for jobs, EMR clusters, and Redshift.
* Configure Terraform modules for reproducible infra and CI/CD hooks (format, validate,plan, apply).
* Apply Lake Formation/IAM for least-privilege access; set up KMS encryption and VPC endpoints where applicable.
* Tune performance (partitioning, file sizing, compression, columnar formats where appropriate).
* Partner with stakeholders to validate outputs and deliver a clean handoff package.
**Required qualifications**
* 5–8+ years in data engineering with recent, deep AWS experience.
* Proven delivery owning the full pipeline: ingestion → transform → model → serve on S3/Glue/EMR/Athena/Redshift.
* Strong Python and PySpark/Spark; excellent SQL (DDL/DML, performance tuning).
* Hands-on Terraform for AWS data stacks.
* Implemented SCD Type 2 and historical strategies in production.
* Comfortable wrangling dirty CSVs and handling schema drift at scale.
* Built Airflow DAGs with monitoring and alerting (CloudWatch).
* Practical experience with cost management (budgets, tags, optimization tactics).
* Clear documentation and fast, pragmatic delivery in a compressed timeline.
**Nice to have**
* AWS Certified Data Analytics – Specialty (preferred).
* Familiarity with Athena/Presto, Iceberg/Delta/Hudi table formats and lakehouse patterns.
* Domain exposure to insurance / workers' comp datasets.
* Redshift automation/tuning experience (Spectrum, RA3, Vacuum/Analyze strategies).
**Tech stack you'll use here**
* AWS: S3, Glue (Jobs/Crawlers/Catalog), EMR, Athena, Redshift, Lake Formation, CloudWatch
* Orchestration: Airflow (MWAA) or AWS-native orchestration
* Languages/Frameworks: Python, PySpark/Spark, SQL
* IaC: Terraform
* Data formats: CSV (ingest), Parquet/ORC (processed, if introduced), Redshift tables
* Security/DR: IAM/Lake Formation, KMS, cross-region replication, Redshift snapshots
**Day-by-day sample plan (guide, not rigid)**
* Days 1–2: Infra bootstrap (Terraform), S3 zones, IAM/LF, networking basics, cost tags/budgets; sample CSV profiling.
* Days 3–5: Ingestion jobs (schema drift handling), baseline DQ checks (nulls, types), Parquet conversion if helpful.
* Days 6–8: Dim/fact modeling in Redshift; implement SCD2; load patterns; initial performance passes.
* Days 9–10: Orchestration in Airflow; retries/alerts; CloudWatch dashboards/alarms.
* Days 11–12: DR setup (CRR for S3, Redshift snapshot policy), optimize file sizing/partitioning.
* Days 13–14: UAT, documentation, runbooks, knowledge transfer & sign-off.
Contract details
● Type: Contract (1 month, full-time effort)
● Location: Remote (US time zone overlap preferred)
● Start date: ASAP
● Team: Solo contributor (reports to project lead; partners with stakeholders ad hoc)
● Compensation: ₦2,500,000 (Two Million Five Hundred Thousand Naira) for the one-
month engagement
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