Parallel Wireless
Mobile Networks · Network Equipment

Parallel Wireless tech stack

Parallel Wireless builds mostly with Python, C++, MATLAB, Go. Its stack also includes Linux, Kubernetes, Pytest, PyTorch. Python is named in 47 of the 66 job postings Parallel Wireless published in the last 12 months (71%). Counted by Alion from the job postings of Parallel Wireless, updated Nov 14, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 14, 2026
Technologies in use
120
Postings analysed
66
Open now
34
Modernity
78 /100
New in 6 months
8

What programming languages does Parallel Wireless use?

Python is named in 71% of job postings at Parallel Wireless, followed by C++ (41%), MATLAB (30%), Go (8%).

Python 47 71% required in 89% · 26 open now · since Nov 2025
C++ 27 41% required in 96% · 16 open now · since Apr 2025
MATLAB 20 30% required in 75% · 11 open now · since Dec 2025
Go 5 8% required in 100% · 4 open now · since Jul 2026
Bash 3 5% required in 100% · 1 open now · since Apr 2026
Java 3 5% required in 100% · 2 open now · since Jul 2026
SQL 2 3% required in 100% · since Aug 2026
Groovy 2 3% required in 50% · 1 open now · since Jul 2026
Show all (9)
PowerShell1

What frameworks and libraries does Parallel Wireless use?

Pytest is named in 18% of job postings at Parallel Wireless, followed by PyTorch (11%), TensorFlow (8%), NumPy (6%).

Pytest 12 18% required in 75% · 6 open now · since Jul 2026
PyTorch 7 11% required in 43% · 6 open now · since Jul 2026
TensorFlow 5 8% required in 20% · 4 open now · since Jul 2026
NumPy 4 6% required in 75% · 3 open now · since Jul 2026
SciPy 3 5% required in 67% · 3 open now · since Jul 2026
TensorFlow C++ 3 5% optional · 3 open now · since Jul 2026
CUDA 2 3% optional · 2 open now · since Jul 2026
ROCm 2 3% optional · 2 open now · since Jul 2026
Show all (19)
Ray2
Ray Serve2
SGLang2
TensorRT-LLM2
Triton2
ONNX Runtime1
OpenTelemetry1
Robot Framework1
Scikit-learn1
Statsmodels1
XGBoost1

What databases does Parallel Wireless use?

ElasticSearch is named in 8% of job postings at Parallel Wireless, followed by Redis (3%), InfluxDB (2%), OpenSearch (2%).

ElasticSearch 5 8% required in 20% · 1 open now · since Jul 2026
Redis 2 3% required in 50% · 1 open now · since Aug 2026
InfluxDB 1 2% required in 100% · since Aug 2026
OpenSearch 1 2% required in 100% · since Aug 2026

What cloud and platforms does Parallel Wireless use?

Linux is named in 45% of job postings at Parallel Wireless, followed by Kubernetes (45%), Kibana (11%), AWS (9%).

Linux 30 45% required in 87% · 18 open now · since Apr 2025
Kubernetes 30 45% required in 70% · 15 open now · since Nov 2025
Kibana 7 11% optional · 5 open now · since Jul 2026
AWS 6 9% required in 67% · 3 open now · since Jul 2026
Apache Kafka 5 8% required in 60% · 1 open now · since Jul 2026
Grafana 4 6% required in 50% · 2 open now · since Jul 2026
Azure 3 5% required in 100% · 1 open now · since Jul 2026
Bitbucket 3 5% required in 67% · 2 open now · since Jul 2026
Show all (22)
Unix3
Active Directory3
GCP2
vLLM2
Amazon EKS1
Azure AKS1
Google GKE1
MLFlow1
Microsoft Entra ID1
NATS1
SonarQube1
Windows1
Windows Server1
Hugging Face1

What developer tools does Parallel Wireless use?

Git is named in 26% of job postings at Parallel Wireless, followed by Docker (23%), Jenkins (8%), Wireshark (6%).

Git 17 26% required in 71% · 13 open now · since Jul 2026
Docker 15 23% required in 67% · 9 open now · since Jul 2026
Jenkins 5 8% required in 60% · 3 open now · since Jul 2026
Wireshark 4 6% required in 75% · 2 open now · since Jun 2026
Prometheus 4 6% required in 50% · 2 open now · since Jul 2026
Rest API 3 5% required in 100% · 2 open now · since Jul 2026
TensorRT 3 5% required in 33% · 3 open now · since Jul 2026
CloudFormation 2 3% required in 100% · 1 open now · since Jul 2026
Show all (22)
Helm2
Microsoft Excel2
StrongSwan2
Terraform2
KServe2
llama.cpp2
Ansible1
Copilot1
Cursor1
JFrog Artifactory1
Loki1
Gerrit1
Logstash1
QGIS1

What AI and ML technologies does Parallel Wireless use?

LLM is named in 18% of job postings at Parallel Wireless, followed by Claude (6%), LoRA (3%), PEFT (3%).

LLM 12 18% required in 75% · 9 open now · since Jul 2026
Claude 4 6% required in 100% · 4 open now · since Jul 2026
LoRA 2 3% optional · 2 open now · since Jul 2026
PEFT 2 3% optional · 2 open now · since Jul 2026
QLoRA 2 3% optional · 2 open now · since Jul 2026

Which engineering practices does Parallel Wireless ask for?

CI/CD is named in 38% of job postings at Parallel Wireless, followed by Anomaly Detection (14%), RAG (14%), AI Agents (12%).

CI/CD 25 38% required in 96% · 13 open now · since Nov 2025
Anomaly Detection 9 14% required in 100% · 2 open now · since Apr 2026
RAG 9 14% required in 89% · 7 open now · since Jul 2026
AI Agents 8 12% required in 100% · 7 open now · since Aug 2026
TCP/IP 8 12% required in 88% · 4 open now · since Jul 2026
Machine Learning 7 11% required in 100% · 2 open now · since Aug 2026
Time Series 7 11% required in 43% · 5 open now · since Jul 2026
Function Calling 5 8% required in 100% · 4 open now · since Jul 2026
Show all (39)
DNS4
Digital Twin3
Embeddings3
Knowledge Distillation3
Model Distillation3
Quantization3
Reranking3
Structured Outputs3
Reinforcement Learning3
Fine-tuning2
Multimodal AI2
Tokenization2
VLAN2
Verification & Validation2
Post-training2
Speculative Decoding2
Synthetic Data2
Context Engineering1
DHCP1
EVMS1
Hybrid Search1
IAM1
LLM Guardrails1
LLMOps1
Layer 21
Pipeline as Code1
Platform Engineering1
State Management1
Wi-Fi1
AIOps1
Knowledge Graph1

What does each Parallel Wireless team work with?

The technologies each team's postings require most often, with the number of postings that require them.

AI/ML

11 postings
Python7
Linux5
LLM4
C++3
Git3
MATLAB3

Industrial Engineering

11 postings
C++7
Kubernetes7
Python7
Linux5
AWS2
Docker2

DevOps

9 postings
Python8
Linux3
MATLAB3
Docker2
Kubernetes2

Backend

9 postings
C++7
Linux6
Kubernetes5
Python5
Docker4
Git4

Leadership

7 postings
C++6
Python5
Kubernetes4
Linux3
Pytest3
Git2

QA

4 postings
Python4
Pytest3
Claude2

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How is the Parallel Wireless stack changing?

Read from the dates of the postings themselves: a technology is new when the first posting that names it appeared in the last six months, rising or falling when its share of postings moved between the last two quarters.

First appeared
Microsoft ExcelSep 2026
RedisAug 2026
StrongSwanAug 2026
VLANAug 2026
AI AgentsAug 2026
Machine LearningAug 2026
SQLAug 2026
PytestJul 2026
Rising
Kubernetes31% → 54%
Pytest6% → 27%
Anomaly Detection0% → 20%
PyTorch6% → 15%
Time Series6% → 15%
Kibana6% → 15%
Unix0% → 7%
Apache Kafka6% → 10%
Falling
Git50% → 22%
TCP/IP25% → 10%
Go19% → 5%
Function Calling13% → 7%
Jenkins13% → 7%

How modern is the Parallel Wireless stack?

Cutting-edge AI adopter 78/100

Parallel Wireless scores 78 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 5; legacy ones: 0.

How common is the Parallel Wireless stack in its industry?

Share of the 420 companies in the same industries, whose stack Alion knows, that use each technology.

Python70%
Kubernetes47%
Linux62%
C++31%
MATLAB10%
LLM31%
Pytest11%
Kibana10%
PyTorch17%
AWS43%

What sets Parallel Wireless apart

SciPy4%

Questions about the Parallel Wireless tech stack

What programming languages does Parallel Wireless use?

The languages named in Parallel Wireless job postings are Python (71%), C++ (41%), MATLAB (30%), Go (8%), Bash (5%), as a share of the 66 postings of the last 12 months.

Does Parallel Wireless use Pytest?

Yes. Pytest is named in 12 of 66 job postings (18%) and required in 9 of them.

What cloud and platforms does Parallel Wireless use?

The cloud and platforms named in Parallel Wireless job postings are Linux (30), Kubernetes (30), Kibana (7) (postings in brackets).

What skills do you need for a AI/ML job at Parallel Wireless?

AI/ML postings at Parallel Wireless most often require Python (7), Linux (5), LLM (4), C++ (3), out of 11 postings in the last 12 months.

Is the Parallel Wireless tech stack changing?

Yes. Microsoft Excel, Redis, StrongSwan, VLAN first appeared in Parallel Wireless job postings in the last six months.

How modern is the Parallel Wireless tech stack?

Parallel Wireless scores 78 out of 100 (Cutting-edge). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 5; legacy ones: 0.

How does Alion know the Parallel Wireless tech stack?

Alion reads every job posting Parallel Wireless publishes and tags the technologies each one names. The figures on this page count the 66 postings of the last 12 months and were updated on Nov 14, 2026.

Method and citation

Alion reads every job posting the company publishes and tags the technologies each one names. Shares count the postings of the last 12 months, open and closed; the company's own products are counted apart. How we count

Alion, "Parallel Wireless tech stack: 120 technologies from 66 job postings", as of Nov 14, 2026. https://alion.io/company/parallel-wireless/technologies

Licence: CC BY-SA 4.0JSON