
Optimize Data Architectures
Há 3 dias
As a Data Optimization Specialist, you will spearhead projects aimed at refining data product runtime architecture within the SAP Business Data Cloud. Your expertise will inform strategic decision-making and drive technological advancements.
Key Responsibilities:
- Analyze and refine Spark workloads to enhance performance and resource efficiency by tuning parameters, re-engineering data processing pipelines, and ensuring optimal execution strategies.
- Implement monitoring solutions to detect and diagnose performance bottlenecks or failures in Spark applications. Resolve complex runtime issues related to resource allocation, execution errors, or data inconsistencies.
- Collaborate with teams to design and build a framework that allows Business Data Cloud workloads to scale seamlessly across distributed data environments.
- Create documentation on Spark optimization best practices and conduct training sessions to enhance team expertise.
- Lead AI-automation initiatives to improve workload scalability and efficiency.
- Mentor engineering teams and lead cross-functional global collaborations.
- A deep understanding of distributed computing principles, including concurrency, fault tolerance, and network latency.
- Comprehensive knowledge of Apache Spark architecture and execution models.
- Expertise in performance profiling and tuning Spark applications.
- Proficiency in writing efficient SQL queries and transformations using SparkSQL and DataFrames.
- Strong debugging skills for runtime issues and environment configurations.
- Experience with monitoring tools such as Spark's web UI, Ganglia, Grafana, or Prometheus.
- A solid understanding of AI and ML trends and their applications in distributed data processing.
- Excellent leadership, mentorship, and communication skills.
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