03.08.2026 aktualisiert

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Senior Big Data & AI Consultant

Michelstadt, Deutschland
Weltweit
Energiewirtschaft und Informatik M. Sc.
Michelstadt, Deutschland
Weltweit
Energiewirtschaft und Informatik M. Sc.

Profilanlagen

Project Reference - Pre-Acquisition Assessment Tool.pdf
CV_Peter_Kredel.pdf
Project Portfolio Peter Kredel [EN].pdf

Über mich

Senior Big Data & AI Consultant with expertise in designing scalable data platforms and analytics solutions. I combine strong data analytics and engineering know how with communicational skills, translating complex requirements quickly and effectively into actionable business insights.

Skills

Azure DatabricksdbtAzure DevOpsAgile MethodologieApache AirflowAtlassian ConfluenceAtlassian JiraBig DataData ArchitectureETLGitHubGoogle AnalyticsData IntelligenceJob SchedulingPythonPostgreSQLMicrosoft Power BISQLWeb AnalyticsGoogle CloudDatenbank-OptimierungApache SparkGitStar-SchemaGoogle BigqueryAzure Data AnalyticsLooker AnalyticsDatabricks
Senior Big Data & AI Consultant

Core Skills
1. Data Engineering & Architecture: Big Data, Scalable pipelines, ETL, Python, SQL, Spark
2. Advanced Analytics: Model evaluation, AI-driven decision support, KPI optimization
3. Collaboration & Leadership: Stakeholder alignment, requirement engineering, and coordination - bridging technical solutions with business logic

Recent Projects:
1. Big Data Project (Automotive): Built scalable pipelines, and optimized data models, implemented data quality measures
2. Data Analytics Project (FinTech): Development of data architectures for high-performance reporting solutions and analysis of complex web and app data.
3. Decision Support Model (Manufacturing): Developed an AI-driven system for Google Ads budget optimization and integrated multiple data sources
4. Pre-Acquisition Assessment Tool (Marketing): Designed automated website evaluation workflows and implemented AI-based evaluation logic
5. Persistence Strategy Optimization (Energy): Improved time-series data storage with optimized persistence strategies, resulting in 15x faster data ingestion and improved application usability

Erfahrung

Berufserfahrung5 - 10 Jahre
Freelancer seit2025

Sprachen

DeutschMutterspracheEnglischverhandlungssicherSpanischverhandlungssicher

Projekthistorie

Data Engineer

Mercedes-Benz AG

Automobil und Fahrzeugbau

>10.000 Mitarbeiter

Ingestion, processing and visualization of terabytes of data from various sources.
Stack:
Google Cloud, BigQuery, Azure Devops, Databricks, Spark, SQL, Python, PowerBI.
Tasks:
Elaborate requirements, needs and strategies for the project with the client and stakeholders then work on them operationally and distribute them to teammembers.
Achievements:
Was able to refine existing backend architecture and table structure to mitigate dimension complexity problems, introduce testing strategies and reduce dataset loading time in PowerBI by over 80% within the first year.

Data Analyst

FinTech company (confidential)

Banken und Finanzdienstleistungen

500-1000 Mitarbeiter

• Advanced analysis of large-scale web and app data
• Conceptualization and development of data models
• Development and optimization of complex PBI reports

Solution Engineer

HEINRICH KIPP WERK GmbH & Co. KG, Sulz am Neckar

Industrie und Maschinenbau

5000-10.000 Mitarbeiter

Technologies & Tools:
• Python, SQL
• Sklearn, Flask
• PostgreSQL
• Google Cloud Platform
• Looker Studio
• Google Search Console, GA4, Google Ads

Description:
• Development of an AI-based system for budget optimization of Google Ads campaigns
• Data integration and preprocessing from multiple sources (including GA4, Google Search Console, Google Ads)
• Evaluation and fine-tuning of different machine learning models for optimal budget allocation based on defined KPIs (e.g., conversions, CPC, CPA)
• Data provisioning in various formats and collaboration with analysts and web developers on BI tool integration and web interface development

Results & Achievements:
• Built a data-driven decision model to significantly improve budget efficiency
• Cross-platform availability of results in web and BI systems

Solution Engineer

Key Content

Internet und Informationstechnologie

10-50 Mitarbeiter

Technologies & Tools:
• Python, SQL, Javascript, Node.js
• Airflow
• Docker
• Google Cloud Platform
• SEMrush, Screaming Frog, GSC, GA4, Google Ads, OpenAI Api

Description:
• Development of an automated website evaluation system based on traffic and visibility metrics to support acquisition decisions
• Integration of numerous web analytics interfaces and tools
• Workflow orchestration with Apache Airflow for automated data collection and processing
• Deployment in a containerized cloud environment
• On-demand calculation and provisioning of results via multiple interfaces
• Design and beta implementation of an AI-supported evaluation logic for automated interpretation of analysis results
• Contribution to the development of a web platform for result visualization

Results & Achievements:
• Significant efficiency gains through automated collection and preparation of key KPIs
• Robust decision support for website acquisitions through fast, consistent, and data-driven analysis

Full Stack Developer

SOPTIM AG

Energie, Wasser und Umwelt

250-500 Mitarbeiter

Technologies & Tools:
• SQL, Java
• PostgreSQL, TimescaleDB

Description:
• Research and selection of a database solution compatible with the existing system
• Design and implementation of an optimized persistence strategy for timeseries data
• Adaptation of the persistence layer to the specific data format, including batching mechanisms and query optimizations

Results & Achievements:

• Achieved 15x faster data storage • Reduced performance bottlenecks and improved usability of the web application with large data volumes

Technical Employee

Energiezentrum Mönikheim

Energie, Wasser und Umwelt

10-50 Mitarbeiter

• Migration of customer data from ERP system
• Digitization and optimization of processes

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