{
  "report_id": "theme_ai_capex_node_servers_racks_ems_systems_integration",
  "report_type": "theme_value_chain_node",
  "site_path": "themes/ai-capex-cycle/nodes/servers-racks-ems-systems-integration/index.html",
  "title": "Servers, Racks, EMS, And Systems Integration",
  "as_of": "2026-06-13",
  "generated_at": "2026-06-13T13:05:29-07:00",
  "freshness": {
    "price_data_as_of": "2026-06-12",
    "setup_week_as_of": "2026-06-05",
    "daily_ohlc_latest": "2026-06-12",
    "chart_interval": "weekly",
    "knowledge_reviewed_as_of": "2026-06-13",
    "official_company_checks_reviewed_as_of": "2026-06-13",
    "active_common_stocks": 5274,
    "filtered_coverage_count": 5124,
    "lineage_note": "Ticker-level daily_ohlc lineage may show source freshness around 2026-05-08 while the stored daily_ohlc table has rows through 2026-06-12.",
    "limitations": [
      "Static setup labels use completed weekly bars through 2026-06-05; local daily_ohlc rows now extend through 2026-06-12, so static thresholds should be refreshed before use as current trading evidence.",
      "DELL AI server gross margin, services attach, customer mix, backlog terms, and cancellation quality remain undisclosed.",
      "HPE must prove Q3 guide delivery, AI Systems backlog conversion, Cloud & AI margin quality, Juniper integration, and debt reduction.",
      "SANM must prove ZT demand durability after Q2 pull-forward, standalone ZT margin, customer concentration, GAAP versus non-GAAP margin, working capital, and debt control.",
      "SMCI remains visible because rack-scale exposure is high, but it is option-ranked due cash conversion, inventory, debt, controls, customer concentration, and export-review risk.",
      "TSSI, PENG, and SNX have official evidence and local price coverage but no local security lanes; they remain option or watch routes.",
      "Bounded web checks found only a tentative current earnings-calendar date for JBL. DELL uses a local knowledge-lane late-August estimate; HPE, CLS, SANM, and SMCI remain Not confirmed for next earnings.",
      "Charts are technical price and volume context only; they do not infer causal AI capex flows."
    ]
  },
  "revision": {
    "version": 3,
    "updated_label": "Reformatted servers, racks, EMS, and systems integration node to current visual node-page contract",
    "metadata_path": "themes/ai-capex-cycle/nodes/servers-racks-ems-systems-integration/report.json",
    "curation_source": "Manual implementation worker refresh using reports-value-chain-node-pages; local knowledge, bounded official company checks, earnings-calendar search, and read-only discovery"
  },
  "node": {
    "slug": "servers-racks-ems-systems-integration",
    "order": 8,
    "level": "L2 investable operating node",
    "role": "Turns accelerators, memory, networking, storage, cooling interfaces, firmware, and customer bills of materials into deployable AI servers, racks, and manufacturing programs.",
    "description": "Servers, racks, EMS, and systems integration covers OEMs, rack-scale integrators, and outsourced manufacturing partners. The node gets paid when AI server orders, EMS programs, and customer backlog convert into margin, operating cash flow, FCF, and filing-quality evidence."
  },
  "ticker_baskets": {
    "core": [
      "DELL",
      "HPE",
      "CLS",
      "JBL",
      "SANM"
    ],
    "option": [
      "SMCI"
    ],
    "watch": []
  },
  "demand_origin_refs": [
    "MSFT",
    "GOOGL",
    "AMZN",
    "META",
    "CRWV",
    "ORCL"
  ],
  "chart_artifacts": [
    {
      "chart_id": "chart-dell",
      "ticker": "DELL",
      "source_table": "daily_ohlc",
      "chart_interval": "weekly",
      "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed",
      "indicators": [
        "20w_ema",
        "100w_ema",
        "weekly_volume",
        "20w_average_volume"
      ],
      "indicator_method": "20-week and 100-week exponential moving averages computed from weekly closes using full available weekly history before visible-window clipping; weekly volume bars shown with a 20-week average volume line",
      "price_data_as_of": "2026-06-05",
      "visible_years": 3,
      "visible_start_date": "2023-06-09",
      "visible_end_date": "2026-06-05",
      "latest_close": 394.39,
      "ema20": 228.27,
      "ema100": 145.01,
      "avg_vol20": 40874870,
      "relative_volume": 1.81,
      "rendering": "api_right_rail",
      "fallback_table": true
    },
    {
      "chart_id": "chart-hpe",
      "ticker": "HPE",
      "source_table": "daily_ohlc",
      "chart_interval": "weekly",
      "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed",
      "indicators": [
        "20w_ema",
        "100w_ema",
        "weekly_volume",
        "20w_average_volume"
      ],
      "indicator_method": "20-week and 100-week exponential moving averages computed from weekly closes using full available weekly history before visible-window clipping; weekly volume bars shown with a 20-week average volume line",
      "price_data_as_of": "2026-06-05",
      "visible_years": 3,
      "visible_start_date": "2023-06-09",
      "visible_end_date": "2026-06-05",
      "latest_close": 49.2,
      "ema20": 30.26,
      "ema100": 22.81,
      "avg_vol20": 86424455,
      "relative_volume": 4.59,
      "rendering": "api_right_rail",
      "fallback_table": true
    },
    {
      "chart_id": "chart-cls",
      "ticker": "CLS",
      "source_table": "daily_ohlc",
      "chart_interval": "weekly",
      "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed",
      "indicators": [
        "20w_ema",
        "100w_ema",
        "weekly_volume",
        "20w_average_volume"
      ],
      "indicator_method": "20-week and 100-week exponential moving averages computed from weekly closes using full available weekly history before visible-window clipping; weekly volume bars shown with a 20-week average volume line",
      "price_data_as_of": "2026-06-05",
      "visible_years": 3,
      "visible_start_date": "2023-06-09",
      "visible_end_date": "2026-06-05",
      "latest_close": 371.71,
      "ema20": 339.68,
      "ema100": 213.54,
      "avg_vol20": 11740233,
      "relative_volume": 1.39,
      "rendering": "api_right_rail",
      "fallback_table": true
    },
    {
      "chart_id": "chart-jbl",
      "ticker": "JBL",
      "source_table": "daily_ohlc",
      "chart_interval": "weekly",
      "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed",
      "indicators": [
        "20w_ema",
        "100w_ema",
        "weekly_volume",
        "20w_average_volume"
      ],
      "indicator_method": "20-week and 100-week exponential moving averages computed from weekly closes using full available weekly history before visible-window clipping; weekly volume bars shown with a 20-week average volume line",
      "price_data_as_of": "2026-06-05",
      "visible_years": 3,
      "visible_start_date": "2023-06-09",
      "visible_end_date": "2026-06-05",
      "latest_close": 353.24,
      "ema20": 304.92,
      "ema100": 212.41,
      "avg_vol20": 5652784,
      "relative_volume": 1.14,
      "rendering": "api_right_rail",
      "fallback_table": true
    },
    {
      "chart_id": "chart-sanm",
      "ticker": "SANM",
      "source_table": "daily_ohlc",
      "chart_interval": "weekly",
      "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed",
      "indicators": [
        "20w_ema",
        "100w_ema",
        "weekly_volume",
        "20w_average_volume"
      ],
      "indicator_method": "20-week and 100-week exponential moving averages computed from weekly closes using full available weekly history before visible-window clipping; weekly volume bars shown with a 20-week average volume line",
      "price_data_as_of": "2026-06-05",
      "visible_years": 3,
      "visible_start_date": "2023-06-09",
      "visible_end_date": "2026-06-05",
      "latest_close": 252.08,
      "ema20": 192.33,
      "ema100": 126.26,
      "avg_vol20": 4176276,
      "relative_volume": 0.87,
      "rendering": "api_right_rail",
      "fallback_table": true
    },
    {
      "chart_id": "chart-smci",
      "ticker": "SMCI",
      "source_table": "daily_ohlc",
      "chart_interval": "weekly",
      "aggregation": "weekly bars grouped from daily rows by calendar week; open is first row, high is weekly max, low is weekly min, close is final row, volume is summed",
      "indicators": [
        "20w_ema",
        "100w_ema",
        "weekly_volume",
        "20w_average_volume"
      ],
      "indicator_method": "20-week and 100-week exponential moving averages computed from weekly closes using full available weekly history before visible-window clipping; weekly volume bars shown with a 20-week average volume line",
      "price_data_as_of": "2026-06-05",
      "visible_years": 3,
      "visible_start_date": "2023-06-09",
      "visible_end_date": "2026-06-05",
      "latest_close": 41.64,
      "ema20": 33.28,
      "ema100": 38.13,
      "avg_vol20": 182980188,
      "relative_volume": 1.3,
      "rendering": "api_right_rail",
      "fallback_table": true
    }
  ],
  "links_out": [
    "theme_ai_capex_cycle",
    "sector_information_technology",
    "theme_ai_capex_node_hyperscaler_cloud_capex_budgets",
    "theme_ai_capex_node_ai_cloud_capacity_financing",
    "theme_ai_capex_node_accelerators_custom_silicon",
    "theme_memory_and_component_scarcity",
    "theme_power_scarcity_and_grid_load",
    "theme_trade_tariff_sourcing_geography",
    "risk_market_fragility_amplification"
  ],
  "knowledge_sources": [
    "../../../../../knowledge/wiki/concepts/themes/ai-capex-cycle.md",
    "../../../../../knowledge/wiki/lanes/sector/information-technology.md",
    "../../../../../knowledge/wiki/lanes/security/dell.md",
    "../../../../../knowledge/wiki/lanes/security/hpe.md",
    "../../../../../knowledge/wiki/lanes/security/cls.md",
    "../../../../../knowledge/wiki/lanes/security/jbl.md",
    "../../../../../knowledge/wiki/lanes/security/sanm.md",
    "../../../../../knowledge/wiki/lanes/security/smci.md",
    "../../../../../knowledge/wiki/lanes/security/flex.md",
    "../../../../../knowledge/wiki/concepts/themes/memory-and-component-scarcity.md",
    "../../../../../knowledge/wiki/concepts/themes/power-scarcity-and-grid-load.md",
    "../../../../../knowledge/wiki/concepts/themes/trade-tariff-sourcing-geography.md",
    "../../../../../knowledge/wiki/concepts/themes/funding-dependency-and-duration-tolerance.md",
    "../../../../../knowledge/wiki/concepts/risks/market-fragility-amplification.md"
  ],
  "external_sources": [
    {
      "kind": "official_company_release",
      "label": "Dell Technologies Q1 FY2027 results release",
      "published_date": "2026-05-28",
      "url": "https://www.dell.com/en-us/dt/corporate/newsroom/announcements/detailpage.press-releases~usa~2026~05~dell-technologies-delivers-first-quarter-fiscal-2027-financial-results.htm",
      "use": "Official check for Q1 revenue, AI server revenue, AI orders, AI backlog, ISG margin, operating cash flow, adjusted FCF, Q2 guidance, and FY2027 AI server revenue guidance."
    },
    {
      "kind": "official_company_release",
      "label": "HPE Q2 FY2026 results release",
      "published_date": "2026-06-01",
      "url": "https://www.hpe.com/us/en/newsroom/press-release/2026/06/hpe-reports-fiscal-2026-second-quarter-results.html",
      "use": "Official check for Q2 revenue, margin, cash flow, and raised FY2026 guidance."
    },
    {
      "kind": "official_company_presentation",
      "label": "HPE Q2 FY2026 earnings presentation",
      "published_date": "2026-06-01",
      "url": "https://investors.hpe.com/~/media/Files/H/HP-Enterprise-IR/documents/q2-2026/q2-2026-earnings-presentation.pdf",
      "use": "Official check for Cloud & AI revenue, server revenue, Cloud & AI margin, Networking margin, AI Systems orders, AI backlog, FCF guidance, and debt-reduction framing."
    },
    {
      "kind": "official_company_release",
      "label": "Celestica Q1 2026 results release",
      "published_date": "2026-04-27",
      "url": "https://corporate.celestica.com/news-releases/news-release-details/celestica-announces-first-quarter-2026-financial-results",
      "use": "Official check for Q1 revenue, adjusted operating margin, CCS revenue and margin, HPS revenue, FCF guide, and raised 2026 outlook."
    },
    {
      "kind": "official_company_release",
      "label": "Jabil Q2 FY2026 results release",
      "published_date": "2026-03-18",
      "url": "https://investors.jabil.com/news/news-details/2026/Jabil-Posts-Second-Quarter-Results/default.aspx",
      "use": "Official release route for Q2 FY2026 results; detailed segment and cash-quality interpretation routes through the local JBL security lane."
    },
    {
      "kind": "official_company_release",
      "label": "Sanmina Q2 FY2026 results release",
      "published_date": "2026-04-27",
      "url": "https://ir.sanmina.com/news/news-details/2026/Sanmina-Reports-Second-Quarter-Fiscal-2026-Financial-Results/default.aspx",
      "use": "Official check for Q2 revenue, free cash flow, ZT commentary, Q3 guidance, FY2026 guidance, and ZT integration risks."
    },
    {
      "kind": "official_company_release",
      "label": "Supermicro Q3 FY2026 results release",
      "published_date": "2026-05-05",
      "url": "https://ir.supermicro.com/news/news-details/2026/Supermicro-Announces-Third-Quarter-Fiscal-Year-2026-Financial-Results/default.aspx",
      "use": "Official check for Q3 sales, gross margin, operating cash use, cash, debt plus convertibles, Q4 revenue guide, and FY2026 revenue guide."
    },
    {
      "kind": "sec_filing",
      "label": "Supermicro Q3 FY2026 Form 10-Q",
      "published_date": "2026-05-11",
      "url": "https://www.sec.gov/Archives/edgar/data/1375365/000137536526000014/smci-20260331.htm",
      "use": "Official filing check for Q3 FY2026 controls, debt, cash, customer, and working-capital context."
    },
    {
      "kind": "official_company_release",
      "label": "Flex FY2026 results release",
      "published_date": "2026-05-05",
      "url": "https://investors.flex.com/news/news-details/2026/FLEX-REPORTS-FOURTH-QUARTER-AND-FISCAL-2026-RESULTS/default.aspx",
      "use": "Watch-route check for CPI, power/cooling/compute integration, FCF, FY2027 guidance, and planned CPI spin."
    },
    {
      "kind": "sec_filing_exhibit",
      "label": "TSS Q1 2026 results exhibit",
      "published_date": "2026-05-07",
      "url": "https://www.sec.gov/Archives/edgar/data/1320760/000165495426004536/tssi_ex991.htm",
      "use": "Option-route check for systems integration revenue growth, AI rack integration scale, and small-company proof burden."
    },
    {
      "kind": "official_company_release",
      "label": "Penguin Solutions Q2 FY2026 results release",
      "published_date": "2026-04-01",
      "url": "https://ir.penguinsolutions.com/news/news-details/2026/Penguin-Solutions-Reports-Q2-Fiscal-2026-Financial-Results/default.aspx",
      "use": "Option-route check for Advanced Computing, Integrated Memory, AI/HPC customer evidence, and short public chart history."
    },
    {
      "kind": "official_company_release",
      "label": "TD SYNNEX Q1 FY2026 results release",
      "published_date": "2026-03-31",
      "url": "https://ir.tdsynnex.com/news/news-details/2026/TD-SYNNEX-Reports-Record-Fiscal-2026-First-Quarter-Results/default.aspx",
      "use": "Watch-route check for Hyve Solutions accelerated-compute manufacturing, distribution mix, and cash-cycle caveats."
    },
    {
      "kind": "financial_calendar",
      "label": "Kiplinger earnings calendar for June 15-19, 2026",
      "published_date": "2026-06-12",
      "url": "https://www.kiplinger.com/investing/stocks/17494/next-week-earnings-calendar-stocks",
      "use": "Tentative next-earnings calendar source for JBL on June 17, 2026; source states calendar-table dates are tentative."
    }
  ],
  "discovery_sources": [
    {
      "kind": "status",
      "label": "Expanded candidate local coverage",
      "query_ref": "discovery:status:DELL_HPE_CLS_JBL_SANM_SMCI_TSSI_PENG_FLEX_SNX"
    },
    {
      "kind": "duckdb_readonly_query",
      "label": "Ranked basket daily_ohlc coverage through 2026-06-12",
      "query_ref": "discovery:duckdb:daily_ohlc_coverage:DELL_HPE_CLS_JBL_SANM_SMCI:2026-06-12"
    },
    {
      "kind": "duckdb_readonly_query",
      "label": "Ranked basket local market-cap fields queried from instruments",
      "query_ref": "discovery:duckdb:instruments_market_cap:DELL_HPE_CLS_JBL_SANM_SMCI:2026-06-13"
    },
    {
      "kind": "duckdb_readonly_query",
      "label": "Servers, racks, EMS, and systems integration completed-week OHLC and EMA setup inputs",
      "query_ref": "discovery:duckdb:daily_ohlc_weekly_aggregation_20w_100w_ema:servers-racks-ems-systems-integration:2026-06-05"
    },
    {
      "kind": "lineage-status",
      "label": "Ticker-level daily_ohlc lineage caveat",
      "query_ref": "discovery:lineage-status:DELL_HPE_CLS_JBL_SANM_SMCI_TSSI_PENG_FLEX_SNX:daily_ohlc:source_freshness_2026-05-08_vs_table_2026-06-12"
    }
  ]
}
