Senior Data Engineer
1 day ago
We are looking for an experienced Senior Data Engineer to lead the development of advanced systems for observability and AI-driven analytics. The role involves designing data correlation solutions, implementing predictive models for anomaly detection, and creating proactive monitoring frameworks to enhance operational reliability and minimize system failures.
Primary Responsibilities:Data Correlation and Insight Generation:
- Develop solutions to correlate data across multiple observability layers
- Integrate diverse data streams, such as metrics, logs, traces, and code performance, to diagnose root causes effectively.
Anomaly Detection and Prediction:
- Build and deploy machine learning models to identify and predict anomalies.
- Provide early failure warnings to prevent outages, empowering operational teams to take preemptive action.
Data Pipeline and Architecture Development:
- Design and maintain scalable data pipelines to handle large-scale observability datasets (timeseries data).
- Optimize real-time data processing, storage, and retrieval for performance and efficiency.
Collaboration and Visualization:
- Partner with cross-functional teams, including DevOps and SRE, to enhance observability practices and predictive capabilities.
- Create user-friendly dashboards and visual reports for effective communication of insights.
Continuous Optimization:
- Refine and enhance observability tools and systems for improved precision, speed, and scalability.
- Stay informed on the latest trends and technologies in data engineering, observability, and machine learning.
Core Competencies:
- Comprehensive understanding of observability tools and frameworks (e.g., Prometheus, Grafana, Splunk, ELK, Datadog).
- Strong proficiency in analyzing metrics, logs, and traces, particularly timeseries data.
Data Engineering Proficiency:
- Hands-on experience in developing robust data pipelines and correlation frameworks.
- Expertise in cloud-native observability platforms and distributed systems.
Machine Learning Skills:
- Knowledge of building and implementing predictive analytics models for anomaly detection.
- Familiarity with ML tools and frameworks like TensorFlow, PyTorch, or scikit-learn.
Programming and Cloud Experience:
- Advanced skills in programming languages such as Python, Java, or Go.
- Experience working with cloud platforms (AWS, GCP, Azure) and automation technologies.
Collaboration and Communication:
- Strong problem-solving skills and ability to work across teams.
- Effective communicator with a knack for presenting technical insights clearly.
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