diff --git a/README.md b/README.md
index 89f8dd2..38b4a08 100644
--- a/README.md
+++ b/README.md
@@ -20,13 +20,13 @@ EU Fact Force is a collaborative platform developed by [EUPHA](https://www.eupha
 ###  Use Case
 
 > **Marie**, a health communicator at a national public health association, sees a viral post claiming "vaccines cause autism." She needs to respond quickly with solid evidence.
-> 
+>
 > She searches **"vaccines autism"** on EU Fact Force and immediately sees:
 > - An interactive graph showing 15+ peer-reviewed articles that refute this claim
 > - The scientific consensus: **"Refuted with high confidence"**
 > - Current disinformation trends: 1,200 mentions this week, peak in France/Belgium
 > - Key evidence to cite in her response
-> 
+>
 > **Time to find relevant evidence: <30 seconds**
 
 ## Key Features
@@ -112,7 +112,7 @@ uv run pytest
 
 ### Déploiement de l'application
 
-L'application se compose d'un serveur Django, d'une base PostgreSQL (avec pgvector) et de LocalStack pour le stockage S3. 
+L'application se compose d'un serveur Django, d'une base PostgreSQL (avec pgvector) et de LocalStack pour le stockage S3.
 Pour déployer et utiliser l'application en local :
 
 **1. Prérequis**
@@ -176,3 +176,22 @@ AWS_S3_REGION_NAME=eu-west-1
 ```
 
 Sans ces variables, l'application utilise le stockage fichier local par défaut.
+
+
+**7. Démarrer la web-app d'ingestion vers le S3 local**
+
+Pour permettre l'upload d'un couple PDF/métadatas vers le serveur S3 :
+
+**Lancer les services (Postgres et LocalStack) et le serveur Django (étapes 3 à 6)**
+
+**Démarrer la webapp Dash**
+
+```bash
+uv run python eu_fact_force/dash-app/app.py
+```
+
+**Optionnel: Créer le bucket de sauvegarde si non disponible**
+
+```bash
+docker exec -it 14_eufactforce_fork-localstack-1 awslocal s3 mb s3://eu-fact-force-files
+```
diff --git a/docker-compose.yml b/docker-compose.yml
index 1365879..4b5e79f 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -48,20 +48,22 @@ services:
       retries: 5
 
   localstack:
-    image: localstack/localstack:latest
-    ports:
-      - 4566
-    environment:
-      SERVICES: s3
-      PERSISTENCE: 1
-      AWS_DEFAULT_REGION: ${AWS_S3_REGION_NAME:-eu-west-1}
-      AWS_STORAGE_BUCKET_NAME: ${AWS_STORAGE_BUCKET_NAME:-eu-fact-force-files}
-      AWS_ACCESS_KEY_ID: ${AWS_ACCESS_KEY_ID:-test}
-      AWS_SECRET_ACCESS_KEY: ${AWS_SECRET_ACCESS_KEY:-test}
-      DEBUG: ${DEBUG:-0}
-    volumes:
-      - ./s3:/var/lib/localstack
-      - ./docker/localstack/init-ready.d:/etc/localstack/init/ready.d:ro
+      image: localstack/localstack:3.3 #latest conflicted w/ front
+      ports:
+        - "4566:4566" #required listening port for
+      environment:
+        SERVICES: s3
+        PERSISTENCE: 1
+        AWS_DEFAULT_REGION: ${AWS_S3_REGION_NAME:-eu-west-1}
+        AWS_STORAGE_BUCKET_NAME: ${AWS_STORAGE_BUCKET_NAME:-eu-fact-force-files}
+        AWS_ACCESS_KEY_ID: ${AWS_ACCESS_KEY_ID:-test}
+        AWS_SECRET_ACCESS_KEY: ${AWS_SECRET_ACCESS_KEY:-test}
+        DEBUG: ${DEBUG:-0}
+        LOCALSTACK_ACKNOWLEDGE_ACCOUNT_REQUIREMENT: 1 #required licensing
+      volumes:
+        - ./s3:/var/lib/localstack
+        - ./docker/localstack/init-ready.d:/etc/localstack/init/ready.d:ro
+        - /var/run/docker.sock:/var/run/docker.sock
 
 volumes:
   postgres_data:
diff --git a/eu_fact_force/app/settings.py b/eu_fact_force/app/settings.py
index d094c99..f77b47b 100644
--- a/eu_fact_force/app/settings.py
+++ b/eu_fact_force/app/settings.py
@@ -54,6 +54,7 @@
     "django.contrib.messages",
     "django.contrib.staticfiles",
     "eu_fact_force.ingestion",
+    "rest_framework",
 ]
 
 MIDDLEWARE = [
diff --git a/eu_fact_force/dash-app/app.py b/eu_fact_force/dash-app/app.py
index 178f7f4..3c6bd34 100644
--- a/eu_fact_force/dash-app/app.py
+++ b/eu_fact_force/dash-app/app.py
@@ -5,9 +5,13 @@
 import plotly.io as pio
 import plotly.graph_objects as go
 
+# PDF ingestion
 import base64
 import io
 import json
+import os
+from pathlib import Path
+import requests
 import uuid
 
 from utils.colors import EUPHAColors
@@ -15,8 +19,13 @@
 from utils.parsing import extract_pdf_metadata
 from pages import readme, ingest, graph
 
+from dotenv import load_dotenv
+
+# Load environment variables
+load_dotenv()
+
 # Plotly template
-with open("assets/template.json", "r") as f:
+with open(Path(__file__).parent / "assets/template.json", "r") as f:
     debate_template = json.load(f)
 pio.templates["app_template"] = go.layout.Template(debate_template)
 pio.templates.default = "app_template"
@@ -42,6 +51,11 @@
     "Graph": {"href": "/graph", "content": graph},
 }
 
+# Backend URL
+DJANGO_URL = os.getenv("DJANGO_URL")
+if not DJANGO_URL:
+    raise RuntimeError("DJANGO_URL environment variable in .env is required")
+
 # Header and navigation
 nav_pages = [
     dbc.NavLink(
@@ -133,12 +147,9 @@
     id="page-content",
 )
 
-# Storage
-store = html.Div([dcc.Store(id="store-search")])
-
 
 # Layout
-app.layout = html.Div([dcc.Location(id="url", refresh=False), header, content, store])
+app.layout = html.Div([dcc.Location(id="url", refresh=False), header, content])
 
 
 # --------------------
@@ -173,230 +184,23 @@ def activate_search_buton(search_text, graph):
         return False
 
 
-# Callback search data
+# Callback update graph
 @app.callback(
     [
-        Output("store-search", "data"),
-        Output("results", "style"),
+        Output("graph-cytoscape", "elements"),
+        Output("list-elements", "children"),
+        Output("graph", "style"),
+        Output("list", "style"),
         Output("search-input", "value"),
-        Output("filter_node_types", "options"),
-        Output("filter_chunk_types", "options"),
-        Output("filter_keywords", "options"),
-        Output("filter_documents", "options"),
-        Output("filter_journals", "options"),
-        Output("filter_authors", "options"),
-        Output("filter_dates", "min_date_allowed"),
-        Output("filter_dates", "max_date_allowed"),
-        Output("filter_node_types", "value"),
-        Output("filter_chunk_types", "value"),
-        Output("filter_keywords", "value"),
-        Output("filter_documents", "value"),
-        Output("filter_journals", "value"),
-        Output("filter_authors", "value"),
-        Output("filter_dates", "start_date"),
-        Output("filter_dates", "end_date"),
     ],
     inputs=[Input("search-button", "n_clicks")],
     state=[State("search-input", "value")],
     prevent_updates=True,
 )
-def get_search_data(n_clicks, search_text):
+def update_graph(n_clicks, search_text):
     if n_clicks > 0:
-        nodes, edges, filters = TestGraph().transform()
-        return [
-            {"nodes": nodes, "edges": edges},
-            {
-                "display": "block",
-                "border-radius": "15px",
-                "padding": "20px",
-                "background-color": EUPHAColors.white,
-            },
-            "",
-            list(set(filters["node_types"])),
-            list(set(filters["chunk_types"])),
-            list(set(filters["keywords"])),
-            list(set(filters["documents"])),
-            list(set(filters["journal"])),
-            list(set(filters["authors"])),
-            min(filters["date"]),
-            max(filters["date"]),
-            list(set(filters["node_types"])),
-            list(set(filters["chunk_types"])),
-            list(set(filters["keywords"])),
-            list(set(filters["documents"])),
-            list(set(filters["journal"])),
-            list(set(filters["authors"])),
-            min(filters["date"]),
-            max(filters["date"]),
-        ]
-    else:
-        raise PreventUpdate
-
-
-# Callback update graph and list
-@app.callback(
-    [
-        Output("graph-cytoscape", "elements"),
-        Output("list-elements", "children"),
-        Output("graph", "style"),
-    ],
-    inputs=[
-        Input("store-search", "data"),
-        Input("filter_node_types", "value"),
-        Input("filter_chunk_types", "value"),
-        Input("filter_keywords", "value"),
-        Input("filter_documents", "value"),
-        Input("filter_journals", "value"),
-        Input("filter_authors", "value"),
-        Input("filter_dates", "start_date"),
-        Input("filter_dates", "end_date"),
-    ],
-    prevent_updates=True,
-)
-def update_graph_and_list(
-    store_search,
-    filter_node_types,
-    filter_chunk_types,
-    filter_keywords,
-    filter_documents,
-    filter_journals,
-    filter_authors,
-    start_date,
-    end_date,
-):
-    if store_search is None:
-        raise PreventUpdate
-    else:
-        # Search data
-        nodes = store_search["nodes"]
-        edges = store_search["edges"]
-
-        # Filter node type
-        nodes = {
-            n: nodes[n] for n in nodes if nodes[n]["data"]["type"] in filter_node_types
-        }
-
-        # Filter chunk type
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if nodes[n]["data"]["type"] != "chunk"
-            or nodes[n]["data"]["metadata"]["type"] in filter_chunk_types
-        }
-
-        # Filter keywords
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if nodes[n]["data"]["type"] not in ("chunk", "keyword")
-            or (
-                nodes[n]["data"]["type"] == "chunk"
-                and any(
-                    item in filter_keywords
-                    for item in nodes[n]["data"]["metadata"]["metadata"]["keywords"]
-                )
-            )
-            or (
-                nodes[n]["data"]["type"] == "keyword"
-                and nodes[n]["data"]["label"] in filter_keywords
-            )
-        }
-
-        # Filter dates
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if nodes[n]["data"]["type"] not in ("chunk", "document")
-            or (
-                nodes[n]["data"]["type"] == "chunk"
-                and nodes[n]["data"]["document_metadata"]["date"] >= start_date
-                and nodes[n]["data"]["document_metadata"]["date"] <= end_date
-            )
-            or (
-                nodes[n]["data"]["type"] == "document"
-                and nodes[n]["data"]["metadata"]["date"] >= start_date
-                and nodes[n]["data"]["metadata"]["date"] <= end_date
-            )
-        }
-
-        # Filter documents
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if nodes[n]["data"]["type"] not in ("chunk", "document")
-            or (
-                nodes[n]["data"]["type"] == "chunk"
-                and nodes[n]["data"]["metadata"]["metadata"]["document_id"]
-                in filter_documents
-            )
-            or (
-                nodes[n]["data"]["type"] == "document"
-                and nodes[n]["data"]["id"] in filter_documents
-            )
-        }
-
-        # Filter journals
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if nodes[n]["data"]["type"] not in ("chunk", "document", "journal")
-            or (
-                nodes[n]["data"]["type"] == "chunk"
-                and nodes[n]["data"]["document_metadata"]["journal"] in filter_journals
-            )
-            or (
-                nodes[n]["data"]["type"] == "document"
-                and nodes[n]["data"]["metadata"]["journal"] in filter_journals
-            )
-            or (
-                nodes[n]["data"]["type"] == "journal"
-                and nodes[n]["data"]["label"] in filter_journals
-            )
-        }
-
-        # Filter authors
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if nodes[n]["data"]["type"] not in ("chunk", "document", "author")
-            or (
-                nodes[n]["data"]["type"] == "chunk"
-                and any(
-                    item in filter_authors
-                    for item in nodes[n]["data"]["document_metadata"]["authors"]
-                )
-            )
-            or (
-                nodes[n]["data"]["type"] == "document"
-                and any(
-                    item in filter_authors
-                    for item in nodes[n]["data"]["metadata"]["authors"]
-                )
-            )
-            or (
-                nodes[n]["data"]["type"] == "author"
-                and nodes[n]["data"]["label"] in filter_authors
-            )
-        }
-
-        # Update edges
-        edges = [
-            e
-            for e in edges
-            if e["data"]["source"] in nodes and e["data"]["target"] in nodes
-        ]
-
-        # Clean nodes without any edge
-        nodes = {
-            n: nodes[n]
-            for n in nodes
-            if any(n == e["data"]["source"] or n == e["data"]["target"] for e in edges)
-        }
-
-        # Graph elements
-        graph_elements = [nodes[x] for x in nodes] + edges
-
-        # List elements
+        # Graph generator
+        graph_elements = RandomGraphGenerator().get_graph_data()
         list_elements = [x["data"] for x in graph_elements if "id" in x["data"]]
         list_elements = sorted(list_elements, key=lambda x: x["id"])
         return [
@@ -409,7 +213,7 @@ def update_graph_and_list(
                                 [f"- {key.capitalize()} : __{x[key]}__" for key in x]
                             )
                         ),
-                        title=x["label"].replace("_", " ").title(),
+                        title=x["label"],
                     )
                     for x in list_elements
                 ],
@@ -421,10 +225,19 @@ def update_graph_and_list(
                 "background-color": EUPHAColors.white,
                 "display": "block",
             },
+            {
+                "border-radius": "15px",
+                "padding": "20px",
+                "background-color": EUPHAColors.white,
+                "display": "block",
+            },
+            "",
         ]
+    else:
+        raise PreventUpdate
 
 
-# Callback focus selected element
+# Callback show selected element
 @app.callback(
     [
         Output("offcanvas", "is_open"),
@@ -456,16 +269,15 @@ def toggle_offcanvas(node_data, is_open):
 
 ### Create here callbacks for ingestions
 
-
 @app.callback(
-    Output("input-doi", "value"),
-    Output("input-abstract", "value"),
-    Output("input-journal", "value"),
-    Output("input-date", "value"),
-    Output("input-link", "value"),
-    Output("input-title", "value"),
-    Output("session-store", "data"),
-    Input("upload-pdf", "contents"),
+    Output('input-doi', 'value'),
+    Output('input-abstract', 'value'),
+    Output('input-journal', 'value'),
+    Output('input-date', 'value'),
+    Output('input-link', 'value'),
+    Output('input-title', 'value'),
+    Output('session-store', 'data'),
+    Input('upload-pdf', 'contents')
 )
 def handle_pdf_upload(contents):
 
@@ -473,91 +285,77 @@ def handle_pdf_upload(contents):
         return no_update, no_update, no_update, no_update, no_update, no_update, {}
 
     # decoding of passed PDFs
-    content_type, content_string = contents.split(",")
+    content_type, content_string = contents.split(',')
     decoded = base64.b64decode(content_string)
 
     # extract_pdf_metadata call
     metadata = extract_pdf_metadata(io.BytesIO(decoded))
 
     return (
-        metadata.get("doi", ""),
-        metadata.get("abstract", ""),
-        metadata.get("journal", ""),
-        metadata.get("publication_date", ""),
-        metadata.get("article_link", ""),
-        metadata.get("title", ""),
-        metadata,
+        metadata.get('doi', ''),
+        metadata.get('abstract', ''),
+        metadata.get('journal', ''),
+        metadata.get('publication_date', ''),
+        metadata.get('article_link', ''),
+        metadata.get('title', ''),
+        metadata
     )
-
-
 @app.callback(
-    Output("authors-container", "children"),
-    Input("btn-add-author", "n_clicks"),
-    Input({"type": "remove-author", "index": ALL}, "n_clicks"),
-    Input("session-store", "data"),
-    State({"type": "auth-name", "index": ALL}, "value"),
-    State({"type": "auth-surname", "index": ALL}, "value"),
-    State({"type": "auth-email", "index": ALL}, "value"),
-    State({"type": "auth-name", "index": ALL}, "id"),
+    Output('authors-container', 'children'),
+    Input('btn-add-author', 'n_clicks'),
+    Input({'type': 'remove-author', 'index': ALL}, 'n_clicks'),
+    Input('session-store', 'data'),
+    State({'type': 'auth-name', 'index': ALL}, 'value'),
+    State({'type': 'auth-surname', 'index': ALL}, 'value'),
+    State({'type': 'auth-email', 'index': ALL}, 'value'),
+    State({'type': 'auth-name', 'index': ALL}, 'id'),
 )
-def update_authors_list(
-    add_clicks, remove_clicks, metadata, names, surnames, emails, ids
-):
+def update_authors_list(add_clicks, remove_clicks, metadata, names, surnames, emails, ids):
     triggered = ctx.triggered_id
 
     # on a new pdf uplaod
-    if triggered == "session-store" and metadata:
-        authors = metadata.get("authors", [])
-        return [
-            ingest.add_author_line(
-                str(uuid.uuid4()),
-                a.get("name", ""),
-                a.get("surname", ""),
-                a.get("email", ""),
-            )
-            for a in authors
-        ]
+    if triggered == 'session-store' and metadata:
+        authors = metadata.get('authors', [])
+        return [ingest.add_author_line(str(uuid.uuid4()), a.get('name', ''), a.get('surname', ''), a.get('email', '')) for a in authors]
 
     # reconstructing authors list
     current_authors = []
     if ids:
         for idx_id, name, surname, email in zip(ids, names, surnames, emails):
-            current_authors.append(
-                {
-                    "index": idx_id["index"],
-                    "name": name or "",
-                    "surname": surname or "",
-                    "email": email or "",
-                }
-            )
+            current_authors.append({
+                'index': idx_id['index'],
+                'name': name or "",
+                'surname': surname or "",
+                'email': email or ""
+            })
 
     # if missing author
-    if triggered == "btn-add-author":
-        current_authors.append(
-            {"index": str(uuid.uuid4()), "name": "", "surname": "", "email": ""}
-        )
+    if triggered == 'btn-add-author':
+        current_authors.append({
+            'index': str(uuid.uuid4()),
+            'name': "",
+            'surname': "",
+            'email': ""
+        })
 
     # remove blank/irrelevant author field
-    if isinstance(triggered, dict) and triggered.get("type") == "remove-author":
-        remove_index = triggered.get("index")
-        current_authors = [a for a in current_authors if a["index"] != remove_index]
+    if isinstance(triggered, dict) and triggered.get('type') == 'remove-author':
+        remove_index = triggered.get('index')
+        current_authors = [a for a in current_authors if a['index'] != remove_index]
 
-    return [
-        ingest.add_author_line(a["index"], a["name"], a["surname"], a["email"])
-        for a in current_authors
-    ]
+    return [ingest.add_author_line(a['index'], a['name'], a['surname'], a['email']) for a in current_authors]
 
 
 @app.callback(
-    Output("input-doi", "disabled"),
-    Output("input-abstract", "disabled"),
-    Output("input-journal", "disabled"),
-    Output("input-date", "disabled"),
-    Output("input-link", "disabled"),
-    Output("input-category", "disabled"),
-    Output("input-type", "disabled"),
-    Output("input-title", "disabled"),
-    Input("chk-meta-correct", "value"),
+    Output('input-doi', 'disabled'),
+    Output('input-abstract', 'disabled'),
+    Output('input-journal', 'disabled'),
+    Output('input-date', 'disabled'),
+    Output('input-link', 'disabled'),
+    Output('input-category', 'disabled'),
+    Output('input-type', 'disabled'),
+    Output('input-title', 'disabled'),
+    Input('chk-meta-correct', 'value')
 )
 def lock_metadata(is_correct):
     val = bool(is_correct)
@@ -565,66 +363,54 @@ def lock_metadata(is_correct):
 
 
 @app.callback(
-    Output({"type": "auth-name", "index": ALL}, "disabled"),
-    Output({"type": "auth-surname", "index": ALL}, "disabled"),
-    Output({"type": "auth-email", "index": ALL}, "disabled"),
-    Output({"type": "remove-author", "index": ALL}, "disabled"),
-    Output("btn-add-author", "disabled"),
-    Input("chk-authors-correct", "value"),
-    State({"type": "auth-name", "index": ALL}, "id"),
+    Output({'type': 'auth-name', 'index': ALL}, 'disabled'),
+    Output({'type': 'auth-surname', 'index': ALL}, 'disabled'),
+    Output({'type': 'auth-email', 'index': ALL}, 'disabled'),
+    Output({'type': 'remove-author', 'index': ALL}, 'disabled'),
+    Output('btn-add-author', 'disabled'),
+    Input('chk-authors-correct', 'value'),
+    State({'type': 'auth-name', 'index': ALL}, 'id')
 )
 def lock_authors(is_correct, ids):
     is_corr = bool(is_correct)
     if not ids:
         return [], [], [], [], is_corr
     length = len(ids)
-    return (
-        [is_corr] * length,
-        [is_corr] * length,
-        [is_corr] * length,
-        [is_corr] * length,
-        is_corr,
-    )
+    return [is_corr]*length, [is_corr]*length, [is_corr]*length, [is_corr]*length, is_corr
 
 
 @app.callback(
-    Output("final-output", "children"),
-    Input("btn-final-upload", "n_clicks"),
-    State("input-doi", "value"),
-    State("input-abstract", "value"),
-    State("input-journal", "value"),
-    State("input-date", "value"),
-    State("input-link", "value"),
-    State("input-category", "value"),
-    State("input-type", "value"),
-    State("input-title", "value"),
-    State({"type": "auth-name", "index": ALL}, "value"),
-    State({"type": "auth-surname", "index": ALL}, "value"),
-    State({"type": "auth-email", "index": ALL}, "value"),
-    prevent_initial_call=True,
+    Output('final-output', 'children'),
+    Input('btn-final-upload', 'n_clicks'),
+    State('upload-pdf', 'contents'),
+    State('upload-pdf', 'filename'),
+    State('input-doi', 'value'),
+    State('input-abstract', 'value'),
+    State('input-journal', 'value'),
+    State('input-date', 'value'),
+    State('input-link', 'value'),
+    State('input-category', 'value'),
+    State('input-type', 'value'),
+    State('input-title', 'value'),
+    State({'type': 'auth-name', 'index': ALL}, 'value'),
+    State({'type': 'auth-surname', 'index': ALL}, 'value'),
+    State({'type': 'auth-email', 'index': ALL}, 'value'),
+    prevent_initial_call=True
 )
-def finalize_and_display_json(
-    n_clicks,
-    doi,
-    abstract,
-    journal,
-    date,
-    link,
-    category,
-    study_type,
-    title,
-    names,
-    surnames,
-    emails,
-):
+def finalize_and_send(n_clicks, pdf_base64, filename, doi, abstract, journal, date, link, category, study_type, title, names, surnames, emails):
+    # Assertion pdf_base64 <- 'contents' and filename <- 'filename'
+
+    if not n_clicks or pdf_base64 is None:
+        return no_update
+
+    print(f"Attempting upload for: {filename}") # Server log to verify data upload
 
     authors_list = [
         {"name": n, "surname": s, "email": e}
-        for n, s, e in zip(names, surnames, emails)
-        if n or s
+        for n, s, e in zip(names, surnames, emails) if n or s
     ]
 
-    metadata_json = {
+    metadata_payload = {
         "title": title,
         "category": category,
         "study_type": study_type,
@@ -633,25 +419,36 @@ def finalize_and_display_json(
         "doi": doi,
         "article_link": link,
         "abstract": abstract,
-        "authors": authors_list,
+        "authors": authors_list
     }
 
-    return html.Div(
-        [
-            dbc.Alert("Successfully contributed, thank you!", color="success"),
-            html.H4("Metadata JSON"),
-            html.Pre(
-                json.dumps(metadata_json, indent=4),
-                style={
-                    "backgroundColor": "#f8f9fa",
-                    "padding": "15px",
-                    "borderRadius": "8px",
-                    "border": "1px solid #dee2e6",
-                },
-            ),
-        ]
-    )
+    try:
+        # Decode the PDF content from base64
+        content_type, content_string = pdf_base64.split(',')
+        pdf_bytes = base64.b64decode(content_string)
+
+        # API call to Django backend
+        url = DJANGO_URL + "/ingestion/api/upload/"
+
+        files = {
+            'file': (filename, pdf_bytes, 'application/pdf')
+        }
+        data = {
+            'metadata': json.dumps(metadata_payload)
+        }
+
+        # Timeout set to allow sync embedding in backend
+        # Consider async for prod
+        response = requests.post(url, files=files, data=data, timeout=70)
+
+        if response.status_code == 201:
+            return dbc.Alert(f"Success ! {metadata_payload['title']} has been uploaded.", color="success")
+        else:
+            return dbc.Alert(f"Erreur API : {response.text}", color="danger")
 
+    except Exception as e:
+        print(f"Detailed error: {str(e)}") # Visible dans ton terminal Dash
+        return dbc.Alert(f"Uploading error: {str(e)}", color="danger")
 
 if __name__ == "__main__":
     app.run(debug=True)
diff --git a/eu_fact_force/ingestion/upload.py b/eu_fact_force/ingestion/upload.py
new file mode 100644
index 0000000..a1c06b0
--- /dev/null
+++ b/eu_fact_force/ingestion/upload.py
@@ -0,0 +1,85 @@
+import json
+from pathlib import Path
+import tempfile
+
+from rest_framework.decorators import api_view, parser_classes
+from rest_framework.parsers import MultiPartParser
+from rest_framework.response import Response
+from rest_framework import status
+
+from .services import save_to_s3_and_postgres, save_chunks, add_embeddings
+from .parsing import parse_file
+
+
+@api_view(['POST'])
+@parser_classes([MultiPartParser])
+def upload_pdf(request):
+    """
+    Receives a PDF + JSON metadata from Dash,
+    runs the ingestion pipeline and returns the status.
+    """
+    # data validation
+    pdf_file = request.FILES.get('file')
+    metadata_raw = request.data.get('metadata')
+
+    if not pdf_file:
+        return Response(
+            {"error": "Fichier PDF manquant"},
+            status=status.HTTP_400_BAD_REQUEST
+        )
+    if not metadata_raw:
+        return Response(
+            {"error": "Métadonnées manquantes"},
+            status=status.HTTP_400_BAD_REQUEST
+        )
+
+    #valid metadata test
+    try:
+        metadata = json.loads(metadata_raw)
+    except json.JSONDecodeError:
+        return Response(
+            {"error": "Métadonnées JSON invalides"},
+            status=status.HTTP_400_BAD_REQUEST
+        )
+
+    # temp data save
+    with tempfile.NamedTemporaryFile(
+        suffix='.pdf',
+        delete=False
+    ) as tmp:
+        for chunk in pdf_file.chunks():
+            tmp.write(chunk)
+        tmp_path = Path(tmp.name)
+
+    # data pipeline save -> parse -> embedding
+    try:
+        # variable initialization to avoid NameError if not found in try block
+        source_file = None
+        chunks = []
+
+        doi = metadata.get('doi')
+        tags = metadata.get('authors', [])
+
+        source_file = save_to_s3_and_postgres(
+            local_file_path=tmp_path,
+            tags_pubmed=tags,
+            doi=doi,
+        )
+        document_parts = parse_file(source_file)
+        chunks = save_chunks(source_file, document_parts)
+        add_embeddings(chunks)
+
+    except Exception as e:
+        return Response(
+            {"error": str(e)},
+            status=status.HTTP_500_INTERNAL_SERVER_ERROR
+        )
+    finally:
+        tmp_path.unlink(missing_ok=True)  # clean temp file
+
+    return Response({
+        "status": "success",
+        "source_file_id": source_file.id,
+        "filename": pdf_file.name,
+        "chunks_count": len(chunks),
+    }, status=status.HTTP_201_CREATED)
diff --git a/eu_fact_force/ingestion/urls.py b/eu_fact_force/ingestion/urls.py
index 0a3a66c..0399622 100644
--- a/eu_fact_force/ingestion/urls.py
+++ b/eu_fact_force/ingestion/urls.py
@@ -1,8 +1,8 @@
 from django.urls import path
-
-from . import views
+from . import upload, views
 
 app_name = "ingestion"
 urlpatterns = [
     path("ingest/", views.ingest, name="ingest"),
+    path("api/upload/", upload.upload_pdf, name="api-upload"),
 ]
diff --git a/pyproject.toml b/pyproject.toml
index e3a170c..859252b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -17,6 +17,11 @@ dependencies = [
     "dash-bootstrap-components>=2.0.4",
     "dash-cytoscape>=1.0.2",
     "pymupdf>=1.27.1",
+    "fastapi>=0.135.2",
+    "uvicorn>=0.42.0",
+    "python-multipart>=0.0.22",
+    "djangorestframework>=3.17.1",
+    "docling>=2.85.0",
 ]
 
 [tool.pytest.ini_options]
diff --git a/uv.lock b/uv.lock
index dcdeaf3..b6e2ee6 100644
--- a/uv.lock
+++ b/uv.lock
@@ -2,8 +2,12 @@ version = 1
 revision = 3
 requires-python = ">=3.12"
 resolution-markers = [
-    "python_full_version >= '3.14'",
-    "python_full_version < '3.14'",
+    "python_full_version >= '3.14' and sys_platform == 'win32'",
+    "python_full_version >= '3.14' and sys_platform == 'emscripten'",
+    "python_full_version >= '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
+    "python_full_version < '3.14' and sys_platform == 'win32'",
+    "python_full_version < '3.14' and sys_platform == 'emscripten'",
+    "python_full_version < '3.14' and sys_platform != 'emscripten' and sys_platform != 'win32'",
 ]
 
 [[package]]
@@ -17,12 +21,17 @@ dependencies = [
     { name = "dash-cytoscape" },
     { name = "django" },
     { name = "django-storages", extra = ["s3"] },
+    { name = "djangorestframework" },
+    { name = "docling" },
+    { name = "fastapi" },
     { name = "gunicorn" },
     { name = "pgvector" },
     { name = "psycopg", extra = ["binary"] },
     { name = "pymupdf" },
     { name = "python-dotenv" },
+    { name = "python-multipart" },
     { name = "sentence-transformers" },
+    { name = "uvicorn" },
 ]
 
 [package.dev-dependencies]
@@ -60,12 +69,17 @@ requires-dist = [
     { name = "dash-cytoscape", specifier = ">=1.0.2" },
     { name = "django", specifier = ">=6.0.2" },
     { name = "django-storages", extras = ["s3"], specifier = ">=1.14" },
+    { name = "djangorestframework", specifier = ">=3.17.1" },
+    { name = "docling", specifier = ">=2.85.0" },
+    { name = "fastapi", specifier = ">=0.135.2" },
     { name = "gunicorn", specifier = ">=25.1.0" },
     { name = "pgvector", specifier = ">=0.2.4" },
     { name = "psycopg", extras = ["binary"], specifier = ">=3.2" },
     { name = "pymupdf", specifier = ">=1.27.1" },
     { name = "python-dotenv", specifier = ">=1.0" },
+    { name = "python-multipart", specifier = ">=0.0.22" },
     { name = "sentence-transformers", specifier = ">=5.2.3" },
+    { name = "uvicorn", specifier = ">=0.42.0" },
 ]
 
 [package.metadata.requires-dev]
@@ -97,7 +111,7 @@ parsing = [
 
 [[package]]
 name = "accelerate"
-version = "1.12.0"
+version = "1.13.0"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "huggingface-hub" },
@@ -108,9 +122,9 @@ dependencies = [
     { name = "safetensors" },
     { name = "torch" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/4a/8e/ac2a9566747a93f8be36ee08532eb0160558b07630a081a6056a9f89bf1d/accelerate-1.12.0.tar.gz", hash = "sha256:70988c352feb481887077d2ab845125024b2a137a5090d6d7a32b57d03a45df6", size = 398399, upload-time = "2025-11-21T11:27:46.973Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/ca/14/787e5498cd062640f0f3d92ef4ae4063174f76f9afd29d13fc52a319daae/accelerate-1.13.0.tar.gz", hash = "sha256:d631b4e0f5b3de4aff2d7e9e6857d164810dfc3237d54d017f075122d057b236", size = 402835, upload-time = "2026-03-04T19:34:12.359Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/9f/d2/c581486aa6c4fbd7394c23c47b83fa1a919d34194e16944241daf9e762dd/accelerate-1.12.0-py3-none-any.whl", hash = "sha256:3e2091cd341423207e2f084a6654b1efcd250dc326f2a37d6dde446e07cabb11", size = 380935, upload-time = "2025-11-21T11:27:44.522Z" },
+    { url = "https://files.pythonhosted.org/packages/7e/46/02ac5e262d4af18054b3e922b2baedbb2a03289ee792162de60a865defc5/accelerate-1.13.0-py3-none-any.whl", hash = "sha256:cf1a3efb96c18f7b152eb0fa7490f3710b19c3f395699358f08decca2b8b62e0", size = 383744, upload-time = "2026-03-04T19:34:10.313Z" },
 ]
 
 [[package]]
@@ -124,7 +138,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.13.3"
+version = "3.13.5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs" },
@@ -135,76 +149,76 @@ dependencies = [
     { name = "propcache" },
     { name = "yarl" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/50/42/32cf8e7704ceb4481406eb87161349abb46a57fee3f008ba9cb610968646/aiohttp-3.13.3.tar.gz", hash = "sha256:a949eee43d3782f2daae4f4a2819b2cb9b0c5d3b7f7a927067cc84dafdbb9f88", size = 7844556, upload-time = "2026-01-03T17:33:05.204Z" }
-wheels = [
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