diff --git a/data/zips/.gitignore b/data/zips/.gitignore
new file mode 100644
index 0000000..d63bced
--- /dev/null
+++ b/data/zips/.gitignore
@@ -0,0 +1,2 @@
+/gmsa_discover_synthetic_qa.jsonl.zip
+/gmsa_discover_synthetic_embedding.jsonl.zip
diff --git a/pipelines/data-prep/dvc.lock b/pipelines/data-prep/dvc.lock
new file mode 100644
index 0000000..f896e49
--- /dev/null
+++ b/pipelines/data-prep/dvc.lock
@@ -0,0 +1,78 @@
+schema: '2.0'
+stages:
+  prepare_data_for_upload:
+    cmd: uv run gsma datasets create-from-validation --input data/discover/validation/validation_results.parquet
+      --enriched-chunks data/discover/filters/enriched_chunks_with_filter.parquet
+      --embedding-output data/discover/validation/validation_dataset_embedding --embedding-jsonl-output
+      data/discover/validation/validation_dataset_embedding.jsonl --qa-output data/discover/validation/validation_dataset_qa
+      --qa-jsonl-output data/discover/validation/validation_dataset_qa.jsonl --max-positives
+      3 --max-negatives 3 --metrics-output metrics/discover/dataset_creation_from_validation.json
+      --logger-level INFO
+    deps:
+    - path: data/discover/filters/enriched_chunks_with_filter.parquet
+      hash: md5
+      md5: 8fb7051b868a71d6eaa8a1820dcaec41
+      size: 136926678
+    - path: data/discover/validation/validation_results.parquet
+      hash: md5
+      md5: 87c5dbd92edda38967f4f32b4ddef5ae
+      size: 10544504
+    - path: gsma_dataset_creation/datasets/validation_dataset_creator.py
+      hash: md5
+      md5: d62939f389417fe2ee05849d35b40502
+      size: 42867
+    - path: gsma_dataset_creation/datasets_cli.py
+      hash: md5
+      md5: 6f5f3f0dd5c1ac288e7ff43650df50e4
+      size: 10247
+    outs:
+    - path: data/discover/validation/validation_dataset_embedding
+      hash: md5
+      md5: 0e58227ed0d2b304a4fb85a3100cb1a1.dir
+      size: 191089429
+      nfiles: 3
+    - path: data/discover/validation/validation_dataset_embedding.jsonl
+      hash: md5
+      md5: 534aed0f03548530daebe55e4693f541
+      size: 196416259
+    - path: data/discover/validation/validation_dataset_qa
+      hash: md5
+      md5: 4e0582e6ec02abf46377f74e502d080c.dir
+      size: 30333918
+      nfiles: 3
+    - path: data/discover/validation/validation_dataset_qa.jsonl
+      hash: md5
+      md5: c907d4c586e53a608b6e467242458529
+      size: 29981923
+    - path: metrics/discover/dataset_creation_from_validation.json
+      hash: md5
+      md5: 723f3c42c9cdad7b6d7c97000f9adb0f
+      size: 1930
+  zip_discover_qa:
+    cmd: cp data/discover/validation/validation_dataset_qa.jsonl data/zips/gmsa_discover_synthetic_qa.jsonl
+      && zip -j data/zips/gmsa_discover_synthetic_qa.jsonl.zip data/zips/gmsa_discover_synthetic_qa.jsonl
+      && rm data/zips/gmsa_discover_synthetic_qa.jsonl
+    deps:
+    - path: data/discover/validation/validation_dataset_qa.jsonl
+      hash: md5
+      md5: c907d4c586e53a608b6e467242458529
+      size: 29981923
+    outs:
+    - path: data/zips/gmsa_discover_synthetic_qa.jsonl.zip
+      hash: md5
+      md5: 4fd3f76e869fe75b8457bdc535ce0e69
+      size: 3314081
+  zip_discover_embedding:
+    cmd: cp data/discover/validation/validation_dataset_embedding.jsonl data/zips/gmsa_discover_synthetic_embedding.jsonl
+      && zip -j data/zips/gmsa_discover_synthetic_embedding.jsonl.zip data/zips/gmsa_discover_synthetic_embedding.jsonl
+      && rm data/zips/gmsa_discover_synthetic_embedding.jsonl
+    deps:
+    - path: data/discover/validation/validation_dataset_embedding.jsonl
+      hash: md5
+      md5: 534aed0f03548530daebe55e4693f541
+      size: 196416259
+    outs:
+    - path: data/zips/gmsa_discover_synthetic_embedding.jsonl.zip
+      hash: md5
+      md5: d297971698745d9e1b0319c21300d74b
+      size: 33655312
diff --git a/pipelines/data-prep/dvc.yaml b/pipelines/data-prep/dvc.yaml
new file mode 100644
index 0000000..77c2c89
--- /dev/null
+++ b/pipelines/data-prep/dvc.yaml
@@ -0,0 +1,26 @@
+vars:
+  - discover_prefix: data/discover/validation
+  - prd_prefix: data/validation
+  - zip_prefix: data/zips
+
+stages:
+  zip_discover_qa:
+    wdir: ../..
+    cmd: >-
+      cp ${discover_prefix}/validation_dataset_qa.jsonl ${zip_prefix}/gmsa_discover_synthetic_qa.jsonl &&
+      zip -j ${zip_prefix}/gmsa_discover_synthetic_qa.jsonl.zip ${zip_prefix}/gmsa_discover_synthetic_qa.jsonl &&
+      rm ${zip_prefix}/gmsa_discover_synthetic_qa.jsonl
+    deps:
+      - ${discover_prefix}/validation_dataset_qa.jsonl
+    outs:
+      - ${zip_prefix}/gmsa_discover_synthetic_qa.jsonl.zip
+  zip_discover_embedding:
+    wdir: ../..
+    cmd: >-
+      cp ${discover_prefix}/validation_dataset_embedding.jsonl ${zip_prefix}/gmsa_discover_synthetic_embedding.jsonl &&
+      zip -j ${zip_prefix}/gmsa_discover_synthetic_embedding.jsonl.zip ${zip_prefix}/gmsa_discover_synthetic_embedding.jsonl &&
+      rm ${zip_prefix}/gmsa_discover_synthetic_embedding.jsonl
+    deps:
+      - ${discover_prefix}/validation_dataset_embedding.jsonl
+    outs:
+      - ${zip_prefix}/gmsa_discover_synthetic_embedding.jsonl.zip