Acceldata
Data Quality & Observability

Acceldata tech stack

Acceldata builds mostly with Java, Python, Scala, Go. Its stack also includes Kubernetes, Hadoop, Apache Kafka, Trino. Kubernetes is named in 18 of the 33 job postings Acceldata published in the last 12 months (55%). Counted by Alion from the job postings of Acceldata, updated Nov 13, 2026.

Source: Alion Coverage: the company's job postings of the last 12 months Nov 13, 2026
Technologies in use
68
Postings analysed
33
Open now
23
Modernity
73 /100
New in 6 months
8

What programming languages does Acceldata use?

Java is named in 45% of job postings at Acceldata, followed by Python (36%), Scala (33%), Go (6%).

Java 15 45% required in 100% · 13 open now · since Jan 2024
Python 12 36% required in 92% · 11 open now · since Jan 2024
Scala 11 33% required in 100% · 9 open now · since Jan 2024
Go 2 6% required in 100% · since Oct 2024
SQL 2 6% required in 100% · since Jan 2024
Kotlin 1 3% required in 100% · since Jul 2024
Bash 1 3% optional · 1 open now · since Nov 2026
PowerShell 1 3% optional · 1 open now · since Nov 2026

What frameworks and libraries does Acceldata use?

Hadoop is named in 48% of job postings at Acceldata, followed by Flink (15%), Hibernate (3%).

Hadoop 16 48% required in 94% · 11 open now · since Jan 2024
Flink 5 15% required in 80% · 4 open now · since May 2024
Hibernate 1 3% required in 100% · since Jul 2026

What databases does Acceldata use?

Trino is named in 27% of job postings at Acceldata, followed by Apache Iceberg (12%), Snowflake (9%), Apache Hudi (9%).

Trino 9 27% required in 89% · 7 open now · since Oct 2025
Apache Iceberg 4 12% required in 75% · 3 open now · since Mar 2026
Snowflake 3 9% required in 100% · 2 open now · since Jan 2024
Apache Hudi 3 9% required in 67% · 3 open now · since Mar 2026
PostgreSQL 3 9% required in 67% · 2 open now · since Nov 2024
ClickHouse 2 6% required in 100% · 1 open now · since May 2026
HBase 2 6% required in 100% · since Jul 2026
MySQL 2 6% required in 50% · 2 open now · since Nov 2024
Show all (13)
Cassandra1
DynamoDB1
MariaDB1
Oracle1
Delta Lake1

What cloud and platforms does Acceldata use?

Kubernetes is named in 55% of job postings at Acceldata, followed by Apache Kafka (42%), Spark (39%), AWS (24%).

Kubernetes 18 55% required in 94% · 16 open now · since Jan 2024
Apache Kafka 14 42% required in 93% · 10 open now · since Jan 2024
Spark 13 39% required in 92% · 10 open now · since Jan 2024
AWS 8 24% required in 75% · 5 open now · since Jan 2024
Azure 8 24% required in 75% · 5 open now · since Jan 2024
GCP 8 24% required in 75% · 5 open now · since Jan 2024
Linux 5 15% required in 80% · 4 open now · since Oct 2024
LDAP 4 12% required in 100% · 4 open now · since May 2026
Show all (21)
MLFlow4
Airflow3
Databricks3
Alation2
Collibra2
Ubuntu2
GitHub2
Checkmarx1
Debian1
Fortify1
Red Hat1
Perplexity1
Windows1

What developer tools does Acceldata use?

Apache NiFi is named in 15% of job postings at Acceldata, followed by Docker (12%), ZooKeeper (9%), Informatica (6%).

Apache NiFi 5 15% required in 80% · 5 open now · since Oct 2025
Docker 4 12% required in 75% · 4 open now · since Oct 2024
ZooKeeper 3 9% required in 100% · 2 open now · since May 2026
Informatica 2 6% required in 100% · 2 open now · since Jan 2026
Microsoft Excel 2 6% required in 100% · 1 open now · since Aug 2026
Gradle 2 6% required in 50% · 2 open now · since Jan 2024
Maven 2 6% required in 50% · 2 open now · since Jan 2024
Apache HTTP Server 1 3% required in 100% · 1 open now · since May 2026
Show all (14)
Git1
Helm1
Jenkins1
Model Context Protocol1
Rest API1
kubectl1

What AI and ML technologies does Acceldata use?

LLM is named in 6% of job postings at Acceldata.

LLM 2 6% required in 100% · 1 open now · since May 2026

Which engineering practices does Acceldata ask for?

ETL/ELT is named in 15% of job postings at Acceldata, followed by CI/CD (9%), DNS (6%), Feature Store (6%).

ETL/ELT 5 15% required in 60% · 4 open now · since Jan 2024
CI/CD 3 9% required in 67% · 2 open now · since May 2024
DNS 2 6% required in 100% · 2 open now · since May 2026
Feature Store 2 6% required in 100% · 2 open now · since Mar 2026
Incident Management 1 3% required in 100% · 1 open now · since Nov 2026
LLM Guardrails 1 3% required in 100% · since May 2026
Platform Engineering 1 3% required in 100% · since Aug 2026
TCP/IP 1 3% required in 100% · 1 open now · since Nov 2026

What does each Acceldata team work with?

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

Solutions

6 postings
Kubernetes5
Apache Kafka4
Spark4
Java3
Python3
Scala3

Backend

6 postings
Java6
Python6
Scala5
Apache Kafka4
Hadoop4
Kubernetes4

DevOps

4 postings
Apache Kafka4
Hadoop4
Spark3
Trino3
Apache NiFi2
Java2

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How much does Acceldata pay by technology?

Median stated pay of the postings that name each technology, against the median of all Acceldata postings with stated pay: $205k across 15 postings.

TechnologyPostings with payMedianvs company median
Kubernetes9$205k0%
Apache Kafka7$211k+3%
Spark7$211k+3%
Java6$144k−30%
Python6$144k−30%
Hadoop5$160k−22%
Scala5$128k−37%

How is the Acceldata 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 ExcelAug 2026
HBaseJul 2026
LDAPMay 2026
AirflowMay 2026
ZooKeeperMay 2026
ClickHouseMay 2026
DNSMay 2026
UbuntuMay 2026
Not named for 6 months
ETL/ELTMay 2026
AlationMar 2026
CollibraMar 2026
InformaticaMar 2026
GitHubMar 2026
GradleMar 2026
MavenMar 2026

How modern is the Acceldata stack?

Modern AI adopter 73/100

Acceldata scores 73 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: 1; legacy ones: 0.

How common is the Acceldata stack in its industry?

Share of the 27 companies in the same industries, whose stack Alion knows, that use each technology.

Kubernetes52%
Hadoop11%
Java44%
Apache Kafka37%
Spark26%
Python96%
Scala11%
Trino7%
AWS81%
Azure48%

What sets Acceldata apart

Flink4%
Apache Iceberg4%
LDAP4%
MLFlow4%
Airflow4%
Apache Hudi4%

Questions about the Acceldata tech stack

What programming languages does Acceldata use?

The languages named in Acceldata job postings are Java (45%), Python (36%), Scala (33%), Go (6%), SQL (6%), as a share of the 33 postings of the last 12 months.

Does Acceldata use Hadoop?

Yes. Hadoop is named in 16 of 33 job postings (48%) and required in 15 of them.

What cloud and platforms does Acceldata use?

The cloud and platforms named in Acceldata job postings are Kubernetes (18), Apache Kafka (14), Spark (13) (postings in brackets).

What skills do you need for a Solutions job at Acceldata?

Solutions postings at Acceldata most often require Kubernetes (5), Apache Kafka (4), Spark (4), Java (3), out of 6 postings in the last 12 months.

Is the Acceldata tech stack changing?

Yes. Microsoft Excel, HBase, LDAP, Airflow first appeared in Acceldata job postings in the last six months.

How modern is the Acceldata tech stack?

Acceldata scores 73 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: 1; legacy ones: 0.

How does Alion know the Acceldata tech stack?

Alion reads every job posting Acceldata publishes and tags the technologies each one names. The figures on this page count the 33 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, "Acceldata tech stack: 68 technologies from 33 job postings", as of Nov 13, 2026. https://alion.io/company/acceldata/technologies

Licence: CC BY-SA 4.0JSON