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Retail & Commerce AI
Recommendation Systems
AI Search
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Financials
Overview
Constructor is an ecommerce search and product discovery software company based in San Francisco, providing retailers with AI-driven site search, category browse, recommendations, shopping agents, retail media and offsite email and SMS personalization. Founded in 2015 by Eli Finkelshteyn and Dan McCormick, it operates as a remote-first company with more than 400 people in about 40 countries, and its engine handles over a billion queries a day for customers such as Sephora, Under Armour and Petco. It hires backend and full-stack engineers, product managers, account executives, customer success managers, sales engineers and marketing specialists across the US, Europe and Latin America.
Technologies
Tech DNA
Python
SQL
JavaScript
FastAPI
PyTorch
React.js
ClickHouse
PostgreSQL
OpenSearch
AWS
Azure
GCP
LLM
Claude
AI/ML
Python
SQL
C++
Machine Learning
AWS
Spark
NumPy
LLM
AI Agents
CI/CD
Terraform
pySpark
Azure
GCP
ClickHouse
PostgreSQL
OpenSearch
Embeddings
PyTorch
Tokenization
Recommender Systems
GitHub Actions
Grafana
Jenkins
Kubernetes
Fine-tuning
Reranking
dbt
CloudFormation
Platform Engineering
VictoriaMetrics
Amazon CloudWatch
MySQL
Databricks
Multimodal AI
NLP
Reinforcement Learning
Claude
Claude Code
Scikit-learn
Feature Store
Accelerate
EU AI Act
LLM Guardrails
AWS Lambda
PagerDuty
Prometheus
GitHub
FinOps
Google BigQuery
Milvus
pgvector
Qdrant
Weaviate
Presto
BigQuery
CircleCI
Docker
Pulumi
Vector
Amazon ECS
Amazon S3
DynamoDB
ElasticSearch
QA
JavaScript
TypeScript
Go
C#
Java
Sentry
Postman
Cypress
Jest
Pytest
Playwright
Security
Rust
GDPR
ISO 27001
Okta
SOC 2
Least Privilege
DLP
Frontend
React.js
Angular
Next.js
Redux
Storybook
Tailwind CSS
Vue.js
Analytics
A/B Testing
ETL/ELT
Metabase
Plotly
Tableau
Looker
Superset
Other
FastAPI
Salesforce
Django
Flask
Rest API
Pure Data
LinkedIn
Shopify
Notion
Agile
GA4
HubSpot
Slack
Stack modernity
79/100
How modern this stack is, based on technology relevance, AI adoption and the share of legacy tools.
In-demand technologies
A/B Testing
23 jobs
Required
$120k
-29% vs market
Python
19 jobs
Required
$120k
-35% vs market
Machine Learning
14 jobs
Required
$120k
-41% vs market
SQL
12 jobs
Required
$120k
-20% vs market
AWS
9 jobs
Required
$120k
-38% vs market
Spark
6 jobs
Required
$120k
-39% vs market
NumPy
6 jobs
Required
$120k
-25% vs market
AI Agents
5 jobs
Required
$125k
-41% vs market
Salary medians are calculated from this company's open jobs and compared with the market.
Industry adoption
Python
24%
SQL
20%
AI Agents
19%
JavaScript
18%
CI/CD
17%
AWS
17%
Share of companies in the same industry that use each technology.
Stack changes
Superset
Sep 2026
Looker
Sep 2026
DLP
Sep 2026
Machine Learning
Sep 2026
LLM Guardrails
Sep 2026
Agile
Sep 2026
BigQuery
Sep 2026
EU AI Act
Sep 2026
Technologies recently added to or removed from this company's stack - a signal of tech migrations and new initiatives.
Salary insights
Compensation ranges based on this company's open jobs
Median
$120k
Typical range
$110k – $130k
Open positions
22
16
Jobs
Middle
6.3%
Senior
81.3%
Staff
12.5%
| Level | Jobs | Median | Typical range |
|---|---|---|---|
| Middle | 1 | $120k | $120k |
| Senior | 13 | $120k | $110k – $120k |
| Staff | 2 | $130k | $130k |
Highest paying role
Engineering Manager: Personalization
$130k
Normalized to USD per year
Growth
Hiring Momentum
54/100
Stable
Open positions
50
0 opened / 0 closed in 30 days
Median time-to-fill
66 days
faster than 24% of the market
ATS activity
Every ~1 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.
Backend
19% ▼
Product
14%
Customer Success
14% ▲
DevOps
11%
Analytics
11% ▼
Leadership
8% ▲
Actively hiring for Customer Success (+5 in 30 days)
Offices
Where the company hires and what each office is for
Cities
1
Hiring now
0
Countries
1
San Francisco
United States
HQ
200-500 est. staff
Jobs
≈ $88k – $185k per year (Estimated) • Remote • Full-Time • 8+ years exp
AI Agents
LLM
LLM Guardrails
Machine Learning
Apply
≈ $80k – $168k per year (Estimated) • Remote • Full-Time • 8+ years exp
NLP
LLM
Tokenization
Reranking
Machine Learning
Apply
$80k – $120k per year • Remote • Full-Time • 4+ years exp
Python
JavaScript
TypeScript
ClickHouse
OpenSearch
Frontend
Vue.js
Redux
Tailwind CSS
Next.js
Angular
React.js
Storybook
Analytics
ETL/ELT
QA
Cypress
Jest
Apply
≈ $129k – $264k per year (Estimated) • Remote • Full-Time • 5+ years exp
Claude Code
DevOps
AWS
Platform Engineering
Cybersecurity
Okta
ISO 27001
SOC 2
GDPR
Least Privilege
DLP
Apply
≈ $66k – $146k per year (Estimated) • Remote • Full-Time • 5+ years exp
JavaScript
TypeScript
React.js
Analytics
ETL/ELT
Apply
$100k – $130k per year • Remote • Full-Time • 4+ years exp
JavaScript
AI Agents
Apply
$80k – $120k per year • Remote • Full-Time • 5+ years exp
OpenSearch
DevOps
Terraform
GitHub Actions
VictoriaMetrics
CI/CD
Jenkins
AWS
Kubernetes
Grafana
GitHub
Apply
$80k – $120k per year • Remote • Full-Time • 5+ years exp
ClickHouse
OpenSearch
DevOps
Terraform
GitHub Actions
VictoriaMetrics
CI/CD
Jenkins
AWS
Kubernetes
Grafana
FinOps
QA
Sentry
Apply
$80k – $120k per year • Remote • Full-Time • 5+ years exp
Python
Go
Rust
C++
PostgreSQL
Weaviate
Milvus
pgvector
Qdrant
OpenSearch
AI/ML
Machine Learning
DevOps
Terraform
GCP
Azure
AWS
Kubernetes
Platform Engineering
Apply
$80k – $120k per year • Equity • Remote • Full-Time • Brazil
Python
SQL
NumPy
Analytics
A/B Testing
Apply
$80k – $120k per year • Equity • Remote • Full-Time • Brazil
Python
SQL
dbt
Apply
$80k – $120k per year • Remote • Full-Time
Python
SQL
dbt
Game Dev
Pure Data
Analytics
A/B Testing
Apply

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