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Scale your Big Data Services Team

Does your data team need support? We'll help you rapidly scale your data talent to build quality data pipelines and data storage solutions.
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Trusted and top rated tech team

Scalable big data architecture for performance & reliability

Whether you’re upgrading systems, scaling data pipelines, or hiring engineers, Curotec delivers high‑performing big data solutions.

Our core capabilities include:

Who we support​

Curotec’s seasoned big data architects align tightly with your technical goals and scale alongside your evolving needs—whether you’re a technology company or a global enterprise.

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Growth-Stage Tech Companies

Scaling your platform requires scaling your data systems. We specialize in building efficient pipelines, optimizing storage, and enabling real-time analytics, ensuring your team can move quickly while maintaining data quality and stability.

Enterprise Engineering Teams

Navigating legacy data systems, security protocols, and large-scale data is challenging. At Curotec, we design cloud-native data architectures that ensure compliance, performance, and sustainability with seamless integration and reliability.

Early-Stage Startups

Achieving product–market fit requires insights you can act on. We build scalable data foundations that integrate systems and support machine learning pipelines, empowering you to iterate with confidence.

Ways to engage

We offer a wide range of engagement models to meet our clients’ needs. From hourly consultation to fully managed solutions, our engagement models are designed to be flexible and customizable.

Staff Augmentation

Get access to on-demand product and engineering team talent that gives your company the flexibility to scale up and down as business needs ebb and flow.

Retainer Services

Retainers are perfect for companies that have a fully built product in maintenance mode. We'll give you peace of mind by keeping your software running, secure, and up to date.

Project Engagement

Project-based contracts that can range from small-scale audit and strategy sessions to more intricate replatforming or build from scratch initiatives.

We'll spec out a custom engagement model for you

Invested in creating success and defining new standards

At Curotec, we do more than deliver cutting-edge solutions — we build lasting partnerships. It’s the trust and collaboration we foster with our clients that make CEOs, CTOs, and CMOs consistently choose Curotec as their go-to partner.

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Helping a Series B SaaS company refine and scale their product efficiently

Why Curotec for big data architecture?

Curotec combines technical expertise and experience to build scalable, secure data systems. Whether creating a new solution or improving a platform, our experts help you make smarter, faster decisions with confidence.

1

Extraordinary people, exceptional outcomes

Our outstanding team represents our greatest asset. With business acumen, we translate objectives into solutions. Intellectual agility drives efficient software development problem-solving. Superior communication ensures seamless teamwork integration. 

2

Deep technical expertise

We don’t claim to be experts in every framework and language. Instead, we focus on the tech ecosystems in which we excel, selecting engagements that align with our competencies for optimal results. Moreover, we offer pre-developed components and scaffolding to save you time and money.

3

Balancing innovation with practicality

We stay ahead of industry trends and innovations, avoiding the hype of every new technology fad. Focusing on innovations with real commercial potential, we guide you through the ever-changing tech landscape, helping you embrace proven technologies and cutting-edge advancements.

4

Flexibility in our approach

We offer a range of flexible working arrangements to meet your specific needs. Whether you prefer our end-to-end project delivery, embedding our experts within your teams, or consulting and retainer options, we have a solution designed to suit you.

What our big data engineers offer

Real-Time Data Pipelines

Design systems that process data instantly for real-time dashboards, alerts, personalization, and fraud detection.

Scalable Data Lakes

Build cloud-native data lakes to store structured and unstructured data at scale, supporting analytics, compliance, and AI.

ETL & Data Workflows

Automate data pipelines that extract, clean, and standardize information—delivering reliable inputs for analytics, apps, and machine learning models.

Cross-System Data Integration

Combine data from multiple platforms (ERP, CRM, IoT devices, apps) into one unified system for improved business intelligence.

Streaming Analytics & Monitoring

Use tools like Kafka or Spark Streaming for real-time analytics, live monitoring, and anomaly detection.

AI/ML Platform Enablement

Enable large-scale machine learning with infrastructure that supports data ingestion, model training, testing, and deployment, built for scale and repeatability.

Big data tools & frameworks we support

Data Storage and Management

Curotec builds scalable storage layers with top technologies, ensuring reliable, cost-efficient, high-performance data access.

  • Amazon S3 – Durable object storage designed for high availability and flexible integration with your data pipelines.
  • Google BigQuery – Serverless warehouse for real-time SQL analytics on petabyte-scale datasets without infrastructure overhead.
  • Snowflake – Multi-cloud data platform enabling fast, secure data sharing and elastic compute for modern analytics workloads.
  • Hadoop HDFS – Distributed file system for storing and managing massive unstructured data across commodity hardware.

Real-Time Data Processing and Streaming

We help engineering teams build real-time data pipelines for event-driven systems, analytics, and responsive user experiences at scale.

  • Apache Kafka – Scalable event-streaming platform for ingesting and processing data in motion across distributed systems.
  • Apache Flink – Real-time stream processor designed for complex event handling and low-latency computations.
  • Spark Streaming – Enables near real-time analytics by extending the Apache Spark engine with micro-batch stream processing.
  • Google Dataflow – Managed service for unified batch and stream data processing with minimal ops burden.

Big Data Querying and Analytics

We build scalable analytics platforms to help your team quickly extract actionable insights from massive datasets.

  • Presto – A distributed SQL engine that enables fast, federated queries across data lakes, warehouses, and cloud storage.
  • Apache Hive – A reliable framework for running SQL-style queries on large-scale structured data stored in Hadoop.
  • Elasticsearch – A search-optimized engine for analyzing logs, metrics, and event data in near real-time.
  • ClickHouse – A columnar OLAP database built for lightning-fast queries on large volumes of analytics data.

Machine Learning and AI Integration

Curotec integrates machine learning into your big data stack to deliver predictive insights and automate decision-making at scale.

  • TensorFlow – A production-ready framework for building and training large-scale machine learning models.
  • PyTorch – A flexible deep learning framework optimized for rapid development and deployment of AI applications.
  • Databricks MLflow – An end-to-end ML lifecycle tool for managing experiments, tracking models, and simplifying deployment.
  • Google Vertex AI – A managed AI platform that streamlines model development, MLOps, and enterprise-scale deployment.

Deployment and Infrastructure

Curotec builds scalable, reliable big data infrastructure, streamlining deployment, management, and reducing overhead.

  • Amazon EMR – A managed platform for running Apache Spark, Hadoop, and other data frameworks with minimal setup.
  • Kubernetes – Orchestrates containerized big data workload for efficient scaling and high availability.
  • Terraform – Automates infrastructure provisioning across cloud platforms with repeatable, version-controlled code.
  • Azure Synapse Analytics – A unified analytics service that brings together data warehousing, querying, and machine learning in one environment.

Data Security and Governance

We help enterprises protect data, ensure compliance, and enforce governance across big data pipelines.

  • Apache Ranger – Enables centralized security administration, fine-grained access control, and audit trails for Hadoop and related systems.
  • Apache Atlas – Provides data lineage, classification, and metadata management to support enterprise governance initiatives.
  • HashiCorp Vault – Manages secrets, API keys, and credentials securely across data environments.
  • AWS Lake Formation – Simplifies security management and data cataloging in Amazon S3-based data lakes.

Big Data Workflow Automation

Curotec automates complex data workflows, helping teams scale faster with more consistency and visibility.

  • Apache NiFi – Automates real-time data ingestion and routing with visual flow design and strong data provenance tracking.
  • Apache Airflow – Schedules and monitors data workflows, enabling teams to manage dependencies and run complex pipelines reliably.
  • dbt (Data Build Tool) – Simplifies data transformation and modeling with version-controlled SQL workflows for analytics teams.
  • Google Cloud Composer – A fully managed Airflow service for building and scaling production-grade data workflows in the cloud.

Cloud Data Warehousing and Lakehouse Solutions

Curotec builds cloud-native data platforms that blend data lake scalability with warehouse performance.

  • Azure Data Lake – Scalable object storage for structured and unstructured data with seamless Azure ecosystem integration.
  • Delta Lake – Adds ACID transactions, versioning, and reliability to data lakes, powering modern lakehouse architectures.
  • BigQuery – A fully managed analytics warehouse for running real-time SQL queries across petabyte-scale datasets.
  • Amazon Redshift – High-performance cloud warehouse built for large-scale analytics and data-driven decision making.

FAQs about our big data services

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Both. Whether you need end-to-end delivery or extra expertise for your team, we can quickly provide skilled data architects and engineers.

We move fast: whether you need full project delivery or team support. Expect initial scoping or candidate profiles within 24 hours and a clear plan to start by week’s end.

Yes, we work with AWS, Azure, and GCP, and also design solutions for hybrid or on-premises needs.

Absolutely. We integrate into your workflows, tools, and architecture, working with your team to ensure success.

We specialize in healthcare, finance, logistics, SaaS, and eCommerce, especially in regulated or high-scale environments.

Curotec offers discovery sessions, audits, and roadmapping to help you define a clear strategy before development.

Ready to have a conversation?

We’re here to discuss how we can partner, sharing our knowledge and experience for your product development needs. Get started driving your business forward.

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Trusted and top rated tech team

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