We Invented Time
Transforming and processing old legacy files, tables and messages, hidden gems buried under loads of markup, we bring ever-fresh, fast and flexible datasets, time series, structured or unstructured, tailor-made for your purpose, ready to explore and utilize.
- We provide simple and full solutions, rather than generic frameworks.
- We care for your results, rather than delivering yet another storage platform.
- Every best solution is unique. Every project is a new journey.
There is a lot of valuable information stored in old databases, legacy log files or obsolete data archives or being still generated by sensors and other sources. The payload is often encapsulated into structures heavy both in overhead volume and untuned constraints.
By redefining the data design, significant processing time/space savings can be achieved, which ultimately open the data to faster results, cost savings, advanced analytics and ML/AI processing.

Proven programming techniques
We don't experiment with new programming languages on your project. Both Java and Python evolved into very mature tools, mastered by millions of developers worldwide. We've been with them since their beginnings, we know them in detail and with them, we're able to focus on what rather on how.
Well-thought selection of frameworks
We choose the frameworks carefully, with precision and purpose, not by the current hypes.
Alignment with your IT environment
We can suggest free, open-source platform solutions and help with the deployment and organization. Or, we can plug in to your current platform, whether in cloud, or on premise.
Determination
We are not reluctant to suggest radical solutions, if we believe they lead to massive cost and resource savings. There's really no need of complicated systems and processes, where there's a skill.
Services
The building blocks:
Data Extraction
This is the key to success. We get to know your data by heart and by applying that knowledge to the original and tuned extraction algorithms, we achieve massive time and space optimizations, and prepare a solid ground for next steps.
Cleansing, Optimization and Quality Enhancing
Usually linked to extraction, data are being filtered, sorted and formed to the types suitable for analysis and processing. We start simple and elaborate on clean and well-thought structures.
Transformation and Processing
The magic is done here. New objects emerge, calculations are being performed and the outcomes prepared. Based on the context, the transformations run en-masse, in batches or on-the-fly in reactive streams.
Loading and Archiving
The format of the stored data and the persistence system is carefully selected to support both speed and efficiency in transfers between memory and the storage. The persisted data are layered both horizontally, by the payload keys, and vertically, by the frequency of use.
Reporting
This is the system's outbox. Whether presenting the outcomes on the web, sending them for further processing, creating report documents, we cover it all.
Analytics and ML/AI
Well-tuned engine allows for race wins. Fast and reliable data can be used to train AI models and open completely new realms of business.
Call To Action
Time is endless... well, our capacity is limited.
Connect with us to secure our development timeslot for you.
Portfolio
Check our deliveries:
tcaps
Continuous time series transformation, reporting and archiving with microbatches.
EnergySim
Time data series generator and irregularities simulator.
SSO-Onboard
Identity and Access Management registration solution based on open-source SSO platforms.
AI in DB
DJL and Relational Database integration, no need to export data for ML training and use.
ModelFactory
Unification API and implementation of AI model research for data scientists.
Understanding SQL app
SQL dialect parser and translator based on ANTLR.
Cloudera Clusters
Production Big Data Platform As A Service for fraud detection applications.
Radio Network Coverage Map
Online interactive coverage map for a mobile phone operator.
Atoll Manager
Direct database access app for radio network planning.
Experience in numbers
Three decades of experience, from C++ and relational databases, through Java and Python, application servers, data warehouses, SQL/NoSQL, Big Data clusters to streaming, microbatches, machine learning models, Cloud and AI.
Large Projects
and counting
Happy Clients
from small businesses to large enterprises
Years of coding practice
at your disposal
Top Level Professionals
to help with your case
People
The Founder
Daniel Malczyk
Principal Developer & ArchitectWhen it comes to building a resilient, robust, safe and effective data-oriented system, one clever idea based on solid experience and a clean and simple design makes it all.
Offering services as a Software Engineer, Java Developer and Data/ML Engineer and Architect, I specialize in software design, development and deployment of modern, up-to-date, stable and proven solutions into robust, scalable and highly available distributed or cloud-based applications based on microservices architecture, leveraging event-driven programming, streaming, NoSQL databases, RDBMS/SQL databases and frameworks like Java Spring/Spring Boot/Micronaut, ANTLR, JDBC/JPA, messaging, Typescript/React/Angular and others. My work aims at refactoring and optimizing often dated and/or obsolete systems to match ever-increasing workload demands and deliver much higher processing and storage capacities at lower latencies and costs.
Offering services as a ML/AI Consultant, my focus has been on pioneering the intersection of advanced Java and SQL/NoSQL capabilities with deep learning technologies. The outcomes of my expertise are demonstrated in the innovative Java deep learning to RDBMS interface, which simplifies complex deep learning inferences into in-database user-friendly SQL commands.
I'm also a keen permaculture world-view enthusiast and practitioner, in constant search for like-minded people and projects. I can offer my experience in a cooperative self-sustainability, environmental responsibility, nature friendly technologies like small solar-powered water management systems or ecogardening, while leveraging my broad IT, time-series data, geodata, telco and life science expertise.
Contact
Contact Us
Address
We're an office-less business.
Our base city is Prague, The Czech Republic
Call Us
+420 720 755 445
Email Us
info@timedata.store







