TOPCASE
topcase.ru
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Big Data
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Overview
TOPCASE is an accredited domestic IT consultancy, custom software development firm, and system integrator headquartered in Moscow, Russia. Founded in 2011 by CEO Anatoly Bakhtin, the enterprise operates on a B2B and B2G IT consulting, turnkey custom software development, system integration, and dedicated IT staffing model.
Technologies
Tech DNA
SQL
C++
Rust
FastAPI
LangChain
LangGraph
PostgreSQL
Redis
KeyDB
Claude
LLM
Mistral
AI/ML
SQL
C++
Python
CI/CD
PostgreSQL
Redis
Git
Grafana
Kubernetes
GitLab
SLI/SLO/SLA
Kibana
ArgoCD
CentOS Stream
GitLab CI
Helm
Kustomize
Nginx
OpenShift
openSUSE
Prometheus
Red Hat
Windows Server
Docker
KeyDB
MS SQL
ElasticSearch
Claude
Embeddings
Fine-tuning
LangChain
LangGraph
llama.cpp
LLM
Mistral
NLP
Prompt Engineering
RAG
Sentence-Transformers
Transformers
OpenAI
SFT
AI Agents
Backend
Rust
gRPC
Rest API
FastAPI
RabbitMQ
Other
Keycloak
Jira
Stack modernity
88/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
PostgreSQL
3 jobs
Required
Redis
3 jobs
Required
CI/CD
3 jobs
Required
SQL
2 jobs
Required
Git
2 jobs
Required
Grafana
2 jobs
Required
Kubernetes
2 jobs
Required
GitLab
2 jobs
Required
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Python
27%
SQL
24%
CI/CD
23%
Kubernetes
20%
Docker
19%
PostgreSQL
18%
Share of companies in the same industry that use each technology.
Stack changes
AI Agents
Aug 2026
SFT
Aug 2026
OpenAI
Aug 2026
GitLab
Aug 2026
Transformers
Aug 2026
Sentence-Transformers
Aug 2026
Rest API
Aug 2026
RAG
Aug 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
Jobgether
Sber
Emagine
Booz Allen Hamilton
Leidos
General Dynamics Information Technology
Growth
Hiring Momentum
70/100
Growing
Open positions
4
1 opened / 0 closed in 30 days
ATS activity
Every ~3 hours
Today
Hiring Dynamics
+100%
Hiring Focus
The percentage next to each role is its share of the company's job openings over the last 90 days; the arrow shows the shift versus the previous period.
AI/ML
25% ▲
Backend
25% ▲
DevOps
25% ▲
Support
25% ▲
Activity Timeline
Added AI Agents to stack
Aug 2026
Added SFT to stack
Aug 2026
Added OpenAI to stack
Aug 2026
Added GitLab to stack
Aug 2026
Added Transformers to stack
Aug 2026
Added Sentence-Transformers to stack
Aug 2026
Added Rest API to stack
Aug 2026
Added RAG to stack
Aug 2026
Added Python to stack
Aug 2026
Added Prompt Engineering to stack
Aug 2026
Added NLP to stack
Aug 2026
Added Mistral to stack
Aug 2026
Jobs
≈ $30k – $64k per year (Estimated) • Remote/Hybrid • Bachelor's Degree • Moscow
C++
Rust
SQL
PostgreSQL
Redis
DevOps
CI/CD
Git
Grafana
Kibana
Apply
≈ $21k – $43k per year (Estimated) • Remote/Hybrid • 5+ years exp • Moscow
SLI/SLO/SLA
Management
Jira
Apply
≈ $17k – $43k per year (Estimated) • In office • Full-Time • Moscow
SQL
KeyDB
MS SQL
PostgreSQL
RabbitMQ
Redis
DevOps
ArgoCD
CentOS Stream
CI/CD
GitLab CI
Grafana
Helm
Kubernetes
Kustomize
Nginx
OpenShift
openSUSE
Prometheus
Red Hat
Windows Server
GitLab
Cybersecurity
Keycloak
Apply
≈ $17k – $49k per year (Estimated) • Remote • Full-Time • Moscow
Python
FastAPI
Databases
ElasticSearch
PostgreSQL
Redis
AI/ML
Claude
Embeddings
Fine-tuning
LangChain
LangGraph
llama.cpp
LLM
Mistral
NLP
Prompt Engineering
RAG
Sentence-Transformers
Transformers
OpenAI
SFT
AI Agents
DevOps
CI/CD
Docker
Git
gRPC
Kubernetes
Rest API
GitLab
Apply