Parallel Systems tech stack

Parallel Systems builds mostly with Python, Rust, C++, MATLAB. Its stack also includes Linux, AWS, Metaflow, PoC Library. Python is named in 10 of the 17 job postings Parallel Systems published in the last 12 months (59%). Counted by Alion from the job postings of Parallel Systems, updated Sep 27, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Sep 27, 2026
Technologies in use
41
Postings analysed
17
Open now
12
Modernity
72 /100
New in 6 months
8

What programming languages does Parallel Systems use?

Python is named in 59% of job postings at Parallel Systems, followed by Rust (47%), C++ (41%), MATLAB (12%).

Python 10 59% required in 50% · 7 open now · since Mar 2026
Rust 8 47% required in 75% · 7 open now · since May 2026
C++ 7 41% required in 71% · 6 open now · since May 2026
MATLAB 2 12% optional · 1 open now · since Mar 2026
C# 1 6% required in 100% · 1 open now · since Sep 2026
SQL 1 6% required in 100% · 1 open now · since Sep 2026
TypeScript 1 6% required in 100% · 1 open now · since Sep 2026

What frameworks and libraries does Parallel Systems use?

Metaflow is named in 18% of job postings at Parallel Systems, followed by PoC Library (18%), GStreamer (18%), PyTorch (18%).

Metaflow 3 18% required in 100% · 1 open now · since Jul 2026
PoC Library 3 18% required in 100% · 1 open now · since Jul 2026
GStreamer 3 18% optional · 2 open now · since Aug 2026
PyTorch 3 18% optional · 1 open now · since Jul 2026
ROS2 3 18% optional · 2 open now · since Aug 2026
Ray 3 18% optional · 1 open now · since Jul 2026
Transformers 3 18% optional · 1 open now · since Jul 2026
CUDA 1 6% required in 100% · 1 open now · since Aug 2026
Show all (9)
Tauri1

What cloud and platforms does Parallel Systems use?

Linux is named in 24% of job postings at Parallel Systems, followed by AWS (18%), Amazon SageMaker (18%), Azure (18%).

Linux 4 24% required in 100% · 3 open now · since May 2026
AWS 3 18% required in 100% · 1 open now · since Jul 2026
Amazon SageMaker 3 18% required in 100% · 1 open now · since Jul 2026
Azure 3 18% required in 100% · 1 open now · since Jul 2026
GCP 3 18% required in 100% · 1 open now · since Jul 2026
Kubeflow 3 18% required in 100% · 1 open now · since Jul 2026
MLFlow 3 18% required in 100% · 1 open now · since Jul 2026
CUDA Toolkit 2 12% required in 100% · 1 open now · since Aug 2026
Show all (12)
.NET1
RTOS1
Kubernetes1
Windows Server1

What developer tools does Parallel Systems use?

SolidWorks is named in 35% of job postings at Parallel Systems, followed by Git (18%), TensorRT (12%), Rest API (6%).

SolidWorks 6 35% required in 67% · 5 open now · since Mar 2026
Git 3 18% required in 100% · 1 open now · since Jul 2026
TensorRT 2 12% required in 100% · 1 open now · since Aug 2026
Rest API 1 6% required in 100% · 1 open now · since Sep 2026
Docker 1 6% optional · 1 open now · since May 2026

Which engineering practices does Parallel Systems ask for?

CI/CD is named in 24% of job postings at Parallel Systems, followed by Computer Vision (24%), Machine Learning (18%), Sensor Fusion (18%).

CI/CD 4 24% required in 100% · 2 open now · since Jun 2026
Computer Vision 4 24% required in 25% · 2 open now · since Jul 2026
Machine Learning 3 18% required in 100% · 1 open now · since Jul 2026
Sensor Fusion 3 18% required in 33% · 2 open now · since Aug 2026
SLAM 3 18% optional · 2 open now · since Aug 2026
Human-in-the-Loop 1 6% required in 100% · 1 open now · since Jun 2026
Multimodal AI 1 6% required in 100% · 1 open now · since Sep 2026
VPN 1 6% required in 100% · since Jul 2026

What does each Parallel Systems team work with?

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

Hardware

4 postings
C++3
Rust3
CUDA Toolkit2
Linux2
TensorRT2

Backend

3 postings
Rust3
C++2
Linux2

AI/ML

3 postings
AWS3
Amazon SageMaker3
Azure3
GCP3
Git3
Kubeflow3

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How much does Parallel Systems pay by technology?

Median stated pay of the postings that name each technology, against the median of all Parallel Systems postings with stated pay: $187k across 16 postings.

TechnologyPostings with payMedianvs company median
Python9$180k−3%
Rust8$195k+5%
C++7$212k+14%

How is the Parallel Systems 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
Sensor FusionAug 2026
GStreamerAug 2026
ROS2Aug 2026
SLAMAug 2026
CUDA ToolkitAug 2026
TensorRTAug 2026
Computer VisionJul 2026
AWSJul 2026

How modern is the Parallel Systems stack?

Modern 72/100

Parallel Systems scores 72 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 0; legacy ones: 0.

How common is the Parallel Systems stack in its industry?

Share of the 575 companies in the same industries, whose stack Alion knows, that use each technology.

Python41%
Rust6%
C++16%
Linux22%
AWS29%
Amazon SageMaker2%
Azure23%
GCP19%
GStreamer1%
Kubeflow2%

What sets Parallel Systems apart

Amazon SageMaker2%
GStreamer1%
Kubeflow2%
MLFlow4%
Metaflow1%
PoC Library2%
Ray4%
Transformers4%

Questions about the Parallel Systems tech stack

What programming languages does Parallel Systems use?

The languages named in Parallel Systems job postings are Python (59%), Rust (47%), C++ (41%), MATLAB (12%), C# (6%), as a share of the 17 postings of the last 12 months.

Does Parallel Systems use Metaflow?

Yes. Metaflow is named in 3 of 17 job postings (18%) and required in 3 of them.

What cloud and platforms does Parallel Systems use?

The cloud and platforms named in Parallel Systems job postings are Linux (4), AWS (3), Amazon SageMaker (3) (postings in brackets).

What skills do you need for a Hardware job at Parallel Systems?

Hardware postings at Parallel Systems most often require C++ (3), Rust (3), CUDA Toolkit (2), Linux (2), out of 4 postings in the last 12 months.

Is the Parallel Systems tech stack changing?

Yes. Sensor Fusion, GStreamer, ROS2, SLAM first appeared in Parallel Systems job postings in the last six months.

How modern is the Parallel Systems tech stack?

Parallel Systems scores 72 out of 100 (Modern). The score averages how current each technology in the stack is and adds weight for AI adoption. AI technologies in the stack: 0; legacy ones: 0.

How does Alion know the Parallel Systems tech stack?

Alion reads every job posting Parallel Systems publishes and tags the technologies each one names. The figures on this page count the 17 postings of the last 12 months and were updated on Sep 27, 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 Systems tech stack: 41 technologies from 17 job postings", as of Sep 27, 2026. https://alion.io/company/parallel-systems/technologies

Licence: CC BY-SA 4.0JSON