Nextflow — Scalable Pipelines and nf-core Genomics
Nextflow runs containerised pipelines from laptop to cloud, and nf-core provides curated genomics workflows you can run …
Hpc
Snakemake — Reproducible Analysis Pipelines in Python
Snakemake declares rules with inputs and outputs, reruns only what changed, and scales from laptop to cluster unchanged. …
Apptainer — Containers That HPC Clusters Allow
Apptainer runs containers without root, which is why university clusters permit it and ban Docker. Single-file images …
Code Automation
Master Apptainer in 25 Minutes: Build Reproducible Python Environments
Apptainer (formerly Singularity) lets you package entire conda environments into portable .sif files that run …
Code Automation
Apptainer & Conda: Reproducible HPC Python Environments
Apptainer + Conda solves the researcher's tax: environment reproduction across machines. Package your complete Python …