IEEE Big Data Projects 2026 — Hadoop, Spark, Kafka, ML & Cloud Analytics Final Year Projects for BE, MTech & PhD
Big Data is one of the fastest-growing domains in computer science and data engineering, powering intelligent decisions in healthcare, finance, social media, IoT, e-commerce, smart cities and cybersecurity. At ProjectsatBangalore, we offer 40+ IEEE 2025–2026 Big Data project topics for BE, B.Tech, MTech, Diploma and PhD scholars in CSE, IT, Data Science, ECE and EEE — in Bangalore and remotely across India. Whether you're searching for Big Data project ideas, Big Data project topics, Big Data IEEE projects or a specific Hadoop project, Apache Spark project, Kafka streaming project or Big Data machine learning project, we have a fully guided implementation ready.
Our Big Data analytics projects cover every dimension of the modern data pipeline — batch processing with Hadoop MapReduce and Hive, real-time stream processing with Apache Spark Streaming, Kafka and Apache Flink, scalable NoSQL storage with HBase, MongoDB and Cassandra, intelligent model training with PySpark MLlib, TensorFlow and PyTorch, managed cloud data engineering on AWS EMR, Glue, Athena, Azure Databricks and Azure Synapse Analytics, and discovery-driven visualisation with Tableau, Power BI, Kibana and D3.js. Every project delivers the complete package: Big Data projects with source code, IEEE base paper, Jupyter notebooks, dataset references, performance result graphs and university-format documentation.
Why Choose Our Big Data Project Guidance in Bangalore
- 40+ IEEE 2025–2026 Big Data project topics with verified base papers from IEEE Xplore and Scopus Q1 journals
- Complete Big Data projects with source code in Python, PySpark, Hadoop, Kafka, Flink and cloud SDKs
- End-to-end pipeline implementation — data ingestion, processing, model training, evaluation and dashboard
- Datasets from Kaggle, UCI, Twitter API, CMS Open Data, Google BigQuery public datasets and AWS Open Data
- University-format project report, PPT, base paper PDF and IEEE-style result documentation
- One-on-one viva preparation, result graph explanation and cluster performance analysis support
Big Data Project Topics — Keywords & Search Terms
Explore popular Big Data project topic categories that our scholars search for — all covered in our 2026 project list.
Tools & Platforms Used in Big Data Projects
Every Big Data project topic listed below can be implemented, streamed, batch-processed or cloud-deployed using the following industry-standard frameworks and platforms.
40+ IEEE 2026 Big Data Project Topics — Tools & Platforms
A comprehensive list of IEEE 2025–2026 Big Data project ideas for BE, B.Tech, MTech, Diploma and PhD scholars in Bangalore across Hadoop batch processing, Spark real-time streaming, machine learning on Big Data, healthcare analytics, social media analysis, IoT Big Data pipelines, cloud distributed computing, security & privacy, data visualization and NLP text analytics. All projects include Python/PySpark source code, IEEE base paper, dataset reference, result graphs, project report and viva support.
| # | IEEE 2026 Big Data Project Topic | Tools & Platforms |
|---|---|---|
| 🗄️ Hadoop & Batch Processing — Big Data Projects 2026 | ||
| 01 | HadoopHadoop MapReduce Pipeline for Large-Scale Genomics Variant Calling and Personalized Medicine Analytics | Hadoop, HDFS, Python, BioPython |
| 02 | HadoopDistributed Log Analysis System for Enterprise IT Infrastructure Using Hadoop MapReduce and Apache Hive | Hadoop, Hive, YARN, Python |
| 03 | HadoopBig Data ETL Pipeline for Retail Transaction Analytics Using Hadoop, Hive and HDFS with Power BI Dashboard | Hadoop, Hive, HBase, Power BI |
| 04 | HadoopGraph-Based Social Network Community Detection Using Hadoop GraphX on Large-Scale Twitter Follower Dataset | Hadoop, Spark GraphX, Python |
| ⚡ Spark Streaming & Real-Time Analytics — Big Data Projects 2026 | ||
| 05 | SparkReal-Time Twitter Sentiment Analysis Dashboard Using Kafka Producer and Spark Structured Streaming | Kafka, PySpark, Python, Elasticsearch |
| 06 | SparkReal-Time Stock Market Prediction Using Spark Streaming, LSTM and Kafka Financial News Feed Integration | PySpark, Kafka, TensorFlow, Python |
| 07 | SparkApache Flink Stateful Stream Processing for Urban Traffic Flow Anomaly Detection Using Smart City Sensor Data | Apache Flink, Kafka, Python, Kibana |
| 08 | SparkDistributed Real-Time Credit Card Fraud Detection Using Spark MLlib and Kafka Transaction Stream | Kafka, PySpark MLlib, Python |
| 09 | SparkSpark Streaming Pipeline for Real-Time E-Commerce Clickstream Analysis and Product Recommendation | PySpark, Kafka, ALS, MongoDB |
| 🤖 Machine Learning on Big Data — Big Data Projects 2026 | ||
| 10 | MLFederated Learning for Privacy-Preserving Big Data Analytics Across Distributed Hospital Networks | Python, PySyft, Flower FL, TensorFlow |
| 11 | MLExplainable AI (XAI) for Big Data Credit Risk Scoring Using SHAP on LightGBM over Financial Transaction Data | Python, LightGBM, SHAP, pandas |
| 12 | MLDistributed Deep Learning on Big Data for Urban Air Quality Prediction Using Azure Databricks and LSTM | Azure Databricks, PySpark, TensorFlow |
| 13 | MLBig Data Customer Churn Prediction for Telecom Using PySpark MLlib Random Forest with SMOTE Balancing | PySpark, Python, Scikit-learn |
| 14 | MLGraph Neural Network on Big Knowledge Graph for Drug-Drug Interaction Prediction Using PyG and HDFS | Python, PyG, HDFS, DrugBank Dataset |
| 15 | MLBig Data Predictive Maintenance for Industrial Machinery Using PySpark, XGBoost and HDFS Sensor Logs | PySpark, XGBoost, HDFS, Python |
| ❤️ Healthcare & Clinical Big Data Analytics — Projects 2026 | ||
| 16 | HealthcareBig Data Analytics for Early Sepsis Prediction in ICU Using MIMIC-III EHR Dataset on Spark and LSTM | PySpark, TensorFlow, MIMIC-III, Python |
| 17 | HealthcareClinical Knowledge Graph Construction from Unstructured EHR Big Data Using NLP and Neo4j | Python, spaCy, Neo4j, BERT, HBase |
| 18 | HealthcareBig Data COVID-19 Pandemic Trend Analysis and Hospital Surge Prediction Using Hadoop and WHO Open Data | Hadoop, Python, pandas, Tableau |
| 19 | HealthcareDistributed Deep Learning for Brain MRI Cancer Detection Using Apache Spark and TensorFlow on Cluster | PySpark, TensorFlow, MONAI, BraTS |
| 20 | HealthcareBig Data Drug Adverse Event Analysis on FDA FAERS Dataset Using Hadoop MapReduce and Signal Detection | Hadoop, Hive, Python, FDA FAERS |
| 📱 Social Media & NLP Analytics — Big Data Projects 2026 | ||
| 21 | Big Data Hate Speech and Toxic Content Detection on Social Media Using Fine-Tuned BERT and Kafka Pipeline | Python, HuggingFace, Kafka, Spark |
| 22 | Social Influence Propagation Analysis on Million-Node Twitter Graph Using Spark GraphX and Centrality Metrics | Spark GraphX, PySpark, Python |
| 23 | Big Data Fake News Detection Using Multimodal Transformer on Million-Article News Corpus with Kafka Ingestion | Python, HuggingFace, Kafka, CLIP |
| 24 | Real-Time Brand Reputation Monitoring Using Kafka, Spark Streaming and Aspect-Based Sentiment Analysis | Kafka, PySpark, Python, spaCy |
| 🌐 IoT Big Data — Projects 2026 | ||
| 25 | IoTBig Data Smart City Traffic Prediction Using IoT Sensor Streams, Kafka and LSTM on Apache Spark | Kafka, PySpark, TensorFlow, Python |
| 26 | IoTIndustrial IoT Anomaly Detection on High-Frequency Sensor Big Data Using Apache Flink and Autoencoder | Apache Flink, Kafka, Python, TF |
| 27 | IoTBig Data Smart Grid Energy Demand Forecasting from AMI Meter Streams Using PySpark and Temporal Fusion Transformer | PySpark, Python, PyTorch Forecasting |
| 28 | IoTDistributed Edge-Cloud Big Data Pipeline for Real-Time Precision Agriculture IoT Monitoring with AWS IoT Core | AWS IoT, Kafka, PySpark, Python |
| ☁️ Cloud & Distributed Big Data Computing — Projects 2026 | ||
| 29 | CloudServerless ETL Big Data Pipeline on AWS Glue, S3 and Athena for E-Commerce Analytics Data Lake | AWS Glue, S3, Athena, Python |
| 30 | CloudAzure Synapse Analytics-Based Distributed Data Warehouse for Financial Regulatory Reporting | Azure Synapse, PySpark, SQL, Power BI |
| 31 | CloudMulti-Cloud Big Data Federation for Cross-Organisational Analytics with Privacy-Preserving Query Processing | Python, AWS, Azure, Differential Privacy |
| 32 | CloudCloud-Native LLM Fine-Tuning on Big Data Text Corpus Using AWS SageMaker Distributed Training | AWS SageMaker, HuggingFace, PyTorch |
| 🔒 Big Data Security & Privacy — Projects 2026 | ||
| 33 | SecurityDifferential Privacy-Preserving Big Data Analytics for Federated Health Record Sharing Using Python DP Library | Python, IBM DP Library, TensorFlow |
| 34 | SecurityNetwork Intrusion Detection on Big Data Traffic Logs Using Distributed Random Forest on PySpark and CICIDS | PySpark, Python, CICIDS Dataset |
| 35 | SecurityBlockchain-Integrated Big Data Audit Trail for Tamper-Proof Distributed Transaction Logging with Hyperledger | Python, Hyperledger Fabric, Kafka |
| 36 | SecurityBig Data Ransomware Behaviour Detection Using API Call Sequence Analysis on Hadoop with XGBoost | Hadoop, Python, XGBoost, Cuckoo |
| 📊 Big Data Visualization & Business Analytics — Projects 2026 | ||
| 37 | VisualizationReal-Time Business Intelligence Dashboard for E-Commerce KPI Monitoring Using Kafka, Spark and Tableau Server | Kafka, PySpark, Tableau, Python |
| 38 | VisualizationInteractive Big Data Geospatial Analytics Dashboard for Urban Mobility Patterns Using Kepler.gl and AWS Redshift | Python, Kepler.gl, AWS Redshift, Spark |
| 🗣️ NLP & Text Mining on Big Data — Projects 2026 | ||
| 39 | NLPLarge-Scale Abstractive Summarisation of Scientific Literature Big Data Using Distributed BART on Spark NLP | Python, Spark NLP, HuggingFace, BART |
| 40 | NLPBig Data Named Entity Recognition for Legal Document Processing Using Distributed Fine-Tuned RoBERTa on Kafka | Python, Kafka, HuggingFace, RoBERTa |
| 41 | NLPBig Data Topic Modelling on 10-Million Document News Corpus Using Distributed LDA on Apache Spark | PySpark, Python, LDA, HDFS |
| 42 | NLPRAG-Based Enterprise Semantic Search Engine Over Big Data Document Repository Using LangChain and Elasticsearch | Python, LangChain, Elasticsearch, FAISS |
All Big Data project titles above are aligned with IEEE Transactions on Big Data, IEEE Access, ACM KDD, IEEE BDCAT 2025–2026 and Scopus Q1 journals. Contact us to receive the full IEEE base paper, Python/PySpark source code starter kit, dataset download links and implementation roadmap for any topic above.
Why Choose Projectsatbangalore for Big Data Final Year Projects?
Bangalore's most trusted Big Data project guidance centre — serving BE, MTech, Diploma and PhD scholars from VTU, Anna University, JNTU, RGPV, SRM and autonomous colleges since 2004.
Hadoop & Batch Processing Projects
Complete Hadoop cluster setup, HDFS data ingestion, MapReduce job design, Hive warehousing and HBase NoSQL implementation for genomics, log analysis, retail analytics and ETL pipeline Big Data projects with full source code and documentation.
Spark Streaming & Kafka Projects
End-to-end real-time Big Data pipelines using Kafka producers, Apache Spark Structured Streaming and Apache Flink — for sentiment analysis, fraud detection, stock prediction, clickstream analytics and IoT sensor stream monitoring projects.
Machine Learning on Big Data
Distributed ML with PySpark MLlib, federated learning, XAI, graph neural networks on knowledge graphs and deep learning model training on distributed Big Data clusters using AWS SageMaker, Azure Databricks and local Spark clusters.
Healthcare & Clinical Analytics
MIMIC-III EHR analysis, clinical NLP knowledge graph construction, COVID-19 trend analytics, distributed medical imaging AI and drug adverse event signal detection — complete Big Data healthcare project support with validated public medical datasets.
IoT Big Data & Smart Systems
Real-time IoT sensor stream ingestion via Kafka, distributed anomaly detection using Apache Flink, smart grid demand forecasting with PySpark, precision agriculture monitoring pipelines and cloud-edge IoT Big Data architectures on AWS IoT Core.
Cloud Big Data & Security Projects
Serverless ETL on AWS Glue, data warehouse on Azure Synapse, multi-cloud Big Data federation, differential privacy analytics, blockchain audit trails, distributed IDS on CICIDS traffic logs and LLM fine-tuning on AWS SageMaker Big Data pipelines.
Big Data Project Lab Gallery — Bangalore
A look inside our Big Data and Data Science project lab — multi-node Hadoop cluster workstations, Apache Spark and Kafka development setups, Python/PySpark Jupyter environments, AWS and Azure cloud workstations, Tableau and Power BI dashboards, NLP GPU rigs and real-time streaming demonstration setups for BE, MTech and PhD scholars in Bangalore.
Hadoop / Spark Cluster Lab
Big Data ML — Python / PySpark
Data Analytics Dashboard
Healthcare Big Data Analytics
Kafka / Spark Streaming
AWS / Azure Cloud Lab
NLP / Deep Learning GPU
IoT Big Data Stream
Big Data Security Lab
Project Consultation & Viva
Frequently Asked Questions — Big Data Final Year Projects
Common questions from BE, MTech and PhD scholars about IEEE 2026 Big Data project guidance in Bangalore.