diff --git a/templates/components/azure.jsonnet b/templates/components/azure.jsonnet
index feb63a6e..78f3a827 100644
--- a/templates/components/azure.jsonnet
+++ b/templates/components/azure.jsonnet
@@ -19,6 +19,18 @@ local url = import "url.jsonnet";
                 "-t",
                 "0.0",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -40,6 +52,18 @@ local url = import "url.jsonnet";
 		"-o",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	
     },
diff --git a/templates/components/bedrock.jsonnet b/templates/components/bedrock.jsonnet
index 34bfcae1..37432a73 100644
--- a/templates/components/bedrock.jsonnet
+++ b/templates/components/bedrock.jsonnet
@@ -15,6 +15,18 @@ local url = import "url.jsonnet";
 		"--chunk-overlap",
 		"100",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion": base + {
@@ -36,6 +48,18 @@ local url = import "url.jsonnet";
 		"-m",
 		"mistral.mixtral-8x7b-instruct-v0:1",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -63,6 +87,18 @@ local url = import "url.jsonnet";
 		"-o",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	
     },
diff --git a/templates/components/cassandra.jsonnet b/templates/components/cassandra.jsonnet
index d1a7defc..c99af011 100644
--- a/templates/components/cassandra.jsonnet
+++ b/templates/components/cassandra.jsonnet
@@ -17,6 +17,18 @@ cassandra + {
 		"-g",
 		cassandra_hosts,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"query-triples": base + {
@@ -28,6 +40,18 @@ cassandra + {
 		"-g",
 		cassandra_hosts,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '512M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '512M'
+		    }
+		}
+	    },
 	},
 
     },
diff --git a/templates/components/claude.jsonnet b/templates/components/claude.jsonnet
index 679d4594..db673876 100644
--- a/templates/components/claude.jsonnet
+++ b/templates/components/claude.jsonnet
@@ -17,6 +17,18 @@ local url = import "url.jsonnet";
                 "-t",
                 "0.0",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -36,6 +48,18 @@ local url = import "url.jsonnet";
 		"-o",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	
     },
diff --git a/templates/components/cohere.jsonnet b/templates/components/cohere.jsonnet
index 69d38c15..8e76e524 100644
--- a/templates/components/cohere.jsonnet
+++ b/templates/components/cohere.jsonnet
@@ -15,6 +15,18 @@ local url = import "url.jsonnet";
 		"--chunk-overlap",
 		"10",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion": base + {
@@ -28,6 +40,18 @@ local url = import "url.jsonnet";
                 "-t",
                 "0.0",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -45,6 +69,18 @@ local url = import "url.jsonnet";
 		"-o",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
     },
diff --git a/templates/components/grafana.jsonnet b/templates/components/grafana.jsonnet
index f29525a9..2b0bd0fb 100644
--- a/templates/components/grafana.jsonnet
+++ b/templates/components/grafana.jsonnet
@@ -15,6 +15,18 @@ local images = import "images.jsonnet";
 		"./prometheus:/etc/prometheus",
 		"prometheus-data:/prometheus",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	grafana: base + {
 	    image: images.grafana,
@@ -34,6 +46,18 @@ local images = import "images.jsonnet";
 		GF_ORG_NAME: "trustgraph.ai",
 		// GF_SERVER_ROOT_URL: "https://example.com",
 	    },
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '1.0',
+			memory: '256M'
+		    },
+		    reservations: {
+			cpus: '0.5',
+			memory: '256M'
+		    }
+		}
+            },
 	},
     },
 }
diff --git a/templates/components/milvus.jsonnet b/templates/components/milvus.jsonnet
index 141c708e..0f09399d 100644
--- a/templates/components/milvus.jsonnet
+++ b/templates/components/milvus.jsonnet
@@ -16,6 +16,18 @@ milvus + {
 		"-t",
 		url.milvus,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"query-graph-embeddings": base + {
@@ -27,6 +39,18 @@ milvus + {
 		"-t",
 		url.milvus,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
     }
diff --git a/templates/components/neo4j.jsonnet b/templates/components/neo4j.jsonnet
index ea635f9a..15f56de3 100644
--- a/templates/components/neo4j.jsonnet
+++ b/templates/components/neo4j.jsonnet
@@ -16,6 +16,18 @@ neo4j + {
 		"-g",
 		"bolt://neo4j:7687",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"store-triples": base + {
@@ -27,6 +39,18 @@ neo4j + {
 		"-g",
 		"bolt://neo4j:7687",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	}
 
     },
diff --git a/templates/components/ollama.jsonnet b/templates/components/ollama.jsonnet
index 47fd27db..251a5a20 100644
--- a/templates/components/ollama.jsonnet
+++ b/templates/components/ollama.jsonnet
@@ -15,6 +15,18 @@ local url = import "url.jsonnet";
 		"-r",
 		"${OLLAMA_HOST}",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -32,6 +44,18 @@ local url = import "url.jsonnet";
 		"-o",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	
     },
diff --git a/templates/components/openai.jsonnet b/templates/components/openai.jsonnet
index a8039400..96fc1720 100644
--- a/templates/components/openai.jsonnet
+++ b/templates/components/openai.jsonnet
@@ -17,6 +17,18 @@ local url = import "url.jsonnet";
                 "-t",
                 "0.0",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -36,6 +48,18 @@ local url = import "url.jsonnet";
 		"-o",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	
     },
diff --git a/templates/components/pulsar.jsonnet b/templates/components/pulsar.jsonnet
index c1943d56..9980ead1 100644
--- a/templates/components/pulsar.jsonnet
+++ b/templates/components/pulsar.jsonnet
@@ -13,10 +13,25 @@ local images = import "images.jsonnet";
 		"6650:6650",
 		"8080:8080",
 	    ],
+	    environment: {
+                "PULSAR_MEM": "-Xms300M -Xmx300M"
+	    },
 	    volumes: [
 		"pulsar-conf:/pulsar/conf",
 		"pulsar-data:/pulsar/data",
-	    ]
+	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '1.0',
+			memory: '900M'
+		    },
+		    reservations: {
+			cpus: '0.5',
+			memory: '900M'
+		    }
+		}
+            },
 	},
 	"init-pulsar": base + {
 	    image: images.pulsar,
@@ -30,6 +45,18 @@ local images = import "images.jsonnet";
 		    condition: "service_started",
 		}
 	    },	
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 	"pulsar-manager": base + {
 	    image: images.pulsar_manager,
@@ -39,7 +66,19 @@ local images = import "images.jsonnet";
 	    ],
 	    environment: {
 		SPRING_CONFIGURATION_FILE: "/pulsar-manager/pulsar-manager/application.properties",
-	    },	
+	    },
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
     }
 }
diff --git a/templates/components/stores/cassandra.jsonnet b/templates/components/stores/cassandra.jsonnet
index 4bd1205b..fb4a7414 100644
--- a/templates/components/stores/cassandra.jsonnet
+++ b/templates/components/stores/cassandra.jsonnet
@@ -11,9 +11,24 @@ local images = import "../images.jsonnet";
 	    ports: [
 		"9042:9042"
 	    ],
+	    environment: {
+		JVM_OPTS: "-Xms256M -Xmx256M",
+	    },
 	    volumes: [
 		"cassandra:/var/lib/cassandra"
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '1.0',
+			memory: '512M'
+		    },
+		    reservations: {
+			cpus: '0.5',
+			memory: '512M'
+		    }
+		}
+            },
 	},
 
     },
diff --git a/templates/components/stores/milvus.jsonnet b/templates/components/stores/milvus.jsonnet
index b53f967d..03eb571c 100644
--- a/templates/components/stores/milvus.jsonnet
+++ b/templates/components/stores/milvus.jsonnet
@@ -33,7 +33,17 @@ local images = import "../images.jsonnet";
 	    volumes: [
 		"etcd:/etcd"
 	    ],
-	},
+	    resources: {
+		limits: {
+		    cpus: '0.25',
+		    memory: '128M'
+		},
+		reservations: {
+		    cpus: '0.25',
+		    memory: '128M'
+		}
+	    },
+        },
 
 	minio: base + {
 	    image: images.minio,
@@ -54,6 +64,18 @@ local images = import "../images.jsonnet";
 	    volumes: [
 		"minio-data:/minio_data",
 	    ],	
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.25',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.25',
+			memory: '128M'
+		    }
+		}
+            },
 	},
 
 	milvus: base + {
@@ -72,6 +94,18 @@ local images = import "../images.jsonnet";
 	    volumes: [
 		"milvus:/var/lib/milvus"
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '1.0',
+			memory: '256M'
+		    },
+		    reservations: {
+			cpus: '0.5',
+			memory: '256M'
+		    }
+		}
+            },
 	},
 
     },
diff --git a/templates/components/stores/neo4j.jsonnet b/templates/components/stores/neo4j.jsonnet
index 6c37ecca..2d887a10 100644
--- a/templates/components/stores/neo4j.jsonnet
+++ b/templates/components/stores/neo4j.jsonnet
@@ -23,6 +23,18 @@ local images = import "../images.jsonnet";
 	    volumes: [
 		"neo4j:/data"
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '1.0',
+			memory: '256M'
+		    },
+		    reservations: {
+			cpus: '0.5',
+			memory: '256M'
+		    }
+		}
+            },
 	},
 
     },
diff --git a/templates/components/trustgraph.jsonnet b/templates/components/trustgraph.jsonnet
index 459e284a..7eec757c 100644
--- a/templates/components/trustgraph.jsonnet
+++ b/templates/components/trustgraph.jsonnet
@@ -15,6 +15,18 @@ local url = import "url.jsonnet";
 		"-p",
 		url.pulsar,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+            },
 	},
 
 	chunker: base + {
@@ -28,6 +40,18 @@ local url = import "url.jsonnet";
                 "--chunk-overlap",
                 "15",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	vectorize: base + {
@@ -37,6 +61,18 @@ local url = import "url.jsonnet";
 		"-p",
 		url.pulsar,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	embeddings: base + {
@@ -48,6 +84,18 @@ local url = import "url.jsonnet";
                 "-m",
 		"all-MiniLM-L6-v2",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '1.0',
+			memory: '256M'
+		    },
+		    reservations: {
+			cpus: '0.5',
+			memory: '256M'
+		    }
+		}
+            },
 	},
 
 	"kg-extract-definitions": base + {
@@ -57,6 +105,18 @@ local url = import "url.jsonnet";
 		"-p",
 		url.pulsar,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"kg-extract-relationships": base + {
@@ -66,6 +126,18 @@ local url = import "url.jsonnet";
 		"-p",
 		url.pulsar,
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"graph-rag": base + {
@@ -85,6 +157,18 @@ local url = import "url.jsonnet";
 		"--max-subgraph-size",
 		"3000",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"prompt": base + {
@@ -98,6 +182,18 @@ local url = import "url.jsonnet";
 		"--text-completion-response-queue",
 		"non-persistent://tg/response/text-completion-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"prompt-rag": base + {
@@ -115,6 +211,18 @@ local url = import "url.jsonnet";
 		"--text-completion-response-queue",
 		"non-persistent://tg/response/text-completion-rag-response",
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
     },
diff --git a/templates/components/vertexai.jsonnet b/templates/components/vertexai.jsonnet
index 00ca5a51..fb76d931 100644
--- a/templates/components/vertexai.jsonnet
+++ b/templates/components/vertexai.jsonnet
@@ -22,6 +22,18 @@ local url = import "url.jsonnet";
 	    volumes: [
 		"./vertexai:/vertexai"
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
 	"text-completion-rag": base + {
@@ -46,6 +58,18 @@ local url = import "url.jsonnet";
 	    volumes: [
 		"./vertexai:/vertexai"
 	    ],
+            deploy: {
+		resources: {
+		    limits: {
+			cpus: '0.1',
+			memory: '128M'
+		    },
+		    reservations: {
+			cpus: '0.1',
+			memory: '128M'
+		    }
+		}
+	    },
 	},
 
     },