Parallel Systems
Logistics · Autonomous Driving

Parallel Systems tech stack

Parallel Systems builds mostly with Python, Rust, C++, MATLAB. Its stack also includes Linux, AWS, Metaflow, GStreamer. Python is named in 15 of the 26 job postings Parallel Systems published in the last 12 months (58%). Counted by Alion from the job postings of Parallel Systems, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
53
Postings analysed
26
Open now
15
Modernity
72 /100
New in 6 months
8

What programming languages does Parallel Systems use?

Python is named in 58% of job postings at Parallel Systems, followed by Rust (54%), C++ (50%), MATLAB (12%).

Python 15 58% required in 53% · 10 open now · since Mar 2026
Rust 14 54% required in 64% · 9 open now · since May 2026
C++ 13 50% required in 69% · 9 open now · since May 2026
MATLAB 3 12% required in 33% · 2 open now · since Mar 2026
TypeScript 2 8% required in 100% · 1 open now · since Sep 2026
C# 1 4% required in 100% · 1 open now · since Sep 2026
Go 1 4% required in 100% · 1 open now · since Oct 2026
SQL 1 4% required in 100% · 1 open now · since Sep 2026

What frameworks and libraries does Parallel Systems use?

Metaflow is named in 12% of job postings at Parallel Systems, followed by GStreamer (12%), PyTorch (12%), ROS2 (12%).

Metaflow 3 12% required in 100% · since Jul 2026
GStreamer 3 12% optional · 1 open now · since Aug 2026
PyTorch 3 12% optional · since Jul 2026
ROS2 3 12% optional · 1 open now · since Aug 2026
Ray 3 12% optional · since Jul 2026
Transformers 3 12% optional · since Jul 2026
CUDA 2 8% required in 100% · since Aug 2026
Drake 1 4% optional · 1 open now · since Nov 2026
Show all (10)
MuJoCo1
Tauri1

What cloud and platforms does Parallel Systems use?

Linux is named in 23% of job postings at Parallel Systems, followed by AWS (12%), Amazon SageMaker (12%), Azure (12%).

Linux 6 23% required in 100% · 3 open now · since May 2026
AWS 3 12% required in 100% · since Jul 2026
Amazon SageMaker 3 12% required in 100% · since Jul 2026
Azure 3 12% required in 100% · since Jul 2026
GCP 3 12% required in 100% · since Jul 2026
Kubeflow 3 12% required in 100% · since Jul 2026
MLFlow 3 12% required in 100% · since Jul 2026
RTOS 3 12% required in 33% · 2 open now · since Aug 2026
Show all (11)
Kubernetes2
.NET1
Windows Server1

What developer tools does Parallel Systems use?

SolidWorks is named in 31% of job postings at Parallel Systems, followed by Git (12%), TensorRT (8%), Docker (8%).

SolidWorks 8 31% required in 75% · 6 open now · since Mar 2026
Git 3 12% required in 100% · since Jul 2026
TensorRT 2 8% required in 100% · since Aug 2026
Docker 2 8% optional · 1 open now · since May 2026
CATIA 1 4% required in 100% · 1 open now · since Mar 2026
Isaac Sim 1 4% required in 100% · 1 open now · since Nov 2026
Rest API 1 4% required in 100% · 1 open now · since Sep 2026
Siemens NX 1 4% required in 100% · 1 open now · since Mar 2026
Show all (10)
Simulink1
Gazebo1

Which engineering practices does Parallel Systems ask for?

CI/CD is named in 19% of job postings at Parallel Systems, followed by FMEA (19%), Verification & Validation (15%), Computer Vision (15%).

CI/CD 5 19% required in 100% · 2 open now · since Jun 2026
FMEA 5 19% required in 60% · 5 open now · since Sep 2026
Verification & Validation 4 15% required in 100% · 4 open now · since Sep 2026
Computer Vision 4 15% required in 25% · 1 open now · since Jul 2026
Sensor Fusion 4 15% required in 25% · 2 open now · since Aug 2026
Machine Learning 3 12% required in 100% · since Jul 2026
SLAM 3 12% optional · 1 open now · since Aug 2026
Human-in-the-Loop 2 8% required in 100% · 2 open now · since Jun 2026
Show all (14)
Statistical Process Control2
Multimodal AI1
VPN1
AI Agents1
Digital Twin1
MIL-STD-8101

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

9 postings
C++5
Rust5
Linux3
SolidWorks3
CUDA2
Python2

Backend

4 postings
Rust4
C++3
Linux3

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: $180k across 25 postings.

TechnologyPostings with payMedianvs company median
Python14$180k0%
Rust14$179k−1%
C++13$180k0%
Linux6$190k+5%

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
TypeScriptSep 2026
Statistical Process ControlSep 2026
FMEASep 2026
Verification & ValidationSep 2026
RTOSAug 2026
Sensor FusionAug 2026
GStreamerAug 2026
ROS2Aug 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 1,320 companies in the same industries, whose stack Alion knows, that use each technology.

Python36%
Rust4%
C++13%
Linux22%
AWS21%
Amazon SageMaker1%
Azure22%
GCP13%
GStreamer1%
Kubeflow2%

What sets Parallel Systems apart

Rust4%
Amazon SageMaker1%
GStreamer1%
Kubeflow2%
MLFlow2%
Metaflow0%
ROS24%
RTOS4%
Ray3%
Transformers3%

Questions about the Parallel Systems tech stack

What programming languages does Parallel Systems use?

The languages named in Parallel Systems job postings are Python (58%), Rust (54%), C++ (50%), MATLAB (12%), TypeScript (8%), as a share of the 26 postings of the last 12 months.

Does Parallel Systems use Metaflow?

Yes. Metaflow is named in 3 of 26 job postings (12%) 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 (6), 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++ (5), Rust (5), Linux (3), SolidWorks (3), out of 9 postings in the last 12 months.

Is the Parallel Systems tech stack changing?

Yes. TypeScript, Statistical Process Control, FMEA, Verification & Validation 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 26 postings of the last 12 months and were updated on Nov 13, 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: 53 technologies from 26 job postings", as of Nov 13, 2026. https://alion.io/company/parallel-systems/technologies

Licence: CC BY-SA 4.0JSON